{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p align=\"center\">\n",
    "    <img src=\"https://github.com/GeostatsGuy/GeostatsPy/blob/master/TCG_color_logo.png?raw=true\" width=\"220\" height=\"240\" />\n",
    "\n",
    "</p>\n",
    "\n",
    "## Training GAN for 2D Channel Reservoir\n",
    "\n",
    "#### Honggeun Jo, Graduate Candidate, The University of Texas at Austin\n",
    "\n",
    "##### [LinkedIn](https://www.linkedin.com/in/honggeun-jo/?originalSubdomain=kr) | [GitHub](https://github.com/whghdrms) | [Twitter](https://twitter.com/HonggeunJ)\n",
    "\n",
    "#### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "\n",
    "##### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1) | [GeostatsPy](https://github.com/GeostatsGuy/GeostatsPy)\n",
    "\n",
    "\n",
    "#### Workflow for Training GAN to Extract Major Patterns in 2D Subsurface Model \n",
    "\n",
    "This workflow demonstrate training of GAN [(Goodfellow et al., 2014)](https://papers.nips.cc/paper/5423-generative-adversarial-nets.pdf) for 2D channel reservoir. \n",
    "\n",
    "* the 2D channel reservoir models are generated from multipoint statistics (MPS), which is wildly used for facies modeling. \n",
    "\n",
    "* MPS uses a training image and mimics the main patterns in the training image to generates realizations through search tree algorithm. Details are [here](https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1002/2017WR021078).\n",
    "\n",
    "#### Import Packages \n",
    "\n",
    "Fist of all, we need to load the required libraries, such as \n",
    "\n",
    "* [numpy](https://numpy.org/): To generate arrays <br>\n",
    "* [matplotlib](https://matplotlib.org/): Vilsualization purpose <br>\n",
    "* [tensorflow and Keras](https://www.tensorflow.org/learn): Design, compile and train neural network models\n",
    "* os: to update working directory \n",
    "* time: to measrue compute time "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load library:\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import os\n",
    "import time\n",
    "\n",
    "# Change working directory, if needed:\n",
    "# os.chdir(' ')\n",
    "\n",
    "# This is for making directories where to save trained model and snapshots:\n",
    "if os.path.isdir('Trained Models') == False:\n",
    "    os.mkdir('Trained Models')\n",
    "if os.path.isdir('Snapshots') == False:\n",
    "    os.mkdir('Snapshots')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load the Training Models\n",
    "\n",
    "This includes the orginal training images and 500 MPS realization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Y axis, 100 ft')"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load both training image and MPS 500 MPS realizations \n",
    "Loaded_data = np.load('MPS_Training_image_and_Realizations_500.npz')\n",
    "TI = Loaded_data['array1']\n",
    "MPS_real = Loaded_data['array2']\n",
    "\n",
    "# Visualizae Training image for 2D channel subsurface model:\n",
    "plt.figure(figsize = (7,7))\n",
    "plt.imshow(TI, cmap='binary')\n",
    "plt.title('Training Image')\n",
    "plt.xlabel('X axis, 100 ft')\n",
    "plt.ylabel('Y axis, 100 ft')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualize Multiple Realizations from MPS\n",
    "\n",
    "Let's look at 9 realizations from the MPS simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Number of realizations: 500 \n",
      "The dimension of each reservoir model: 128 x 128 in X and Y\n"
     ]
    },
    {
     "data": {
      "image/png": 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aHYTWp5TLX5sN32Xf6epgnnLem1VRJ34kNRYDqfT6NrlNffEYYDMzMzMbFfcA9yjXxxf78ovlZihlsOnt6OKS7lDy3mzI+rgy1IVlD2ByA7gHTRSu1A8qqafPxiGHctj3wabK9HM55KdZV6qcQFaNpy6HRS1aRt910zrKpN1DIMzMzMxsVNwA7oCkHT91pf5c9W2pp8/6sbGx0Vn5zSFOqup6e6brmyHmp1kT1omP2bZBE+2ELvWdznXzz0MgWtZ3AVmXx/taG2bLyRiGBc1TZrtz3K6UpXIXvVnTxlRemzhmuAHckjYavrPLbLuw+0BhXal7A4bLnc1qsu7dXpbLmZWRyjzBTSmzPW3HSJv56SEQZmZmZjYqWfcAL5vewqrr865Ts21le4PHUO6Gto1D6h0zs32mY7tuvdV1/eAe4Ib0MYC9yXX5wGQpmncj1hBuyCobu8tu8ujiZ93ty/HGnnmGsA1mdbQ5tKHv+qG3BrCkAyT9raQ/L/4/XtJVkj4p6WJJB/WVNjPbyfFqlg/Hq9lqffYAvxS4dur/VwOvi4gTgM8DZ5dZSJ9nEan0CqyTjnXSn3NPXBe9YAPTSLxaXurEwdBjJpOhd47XnvR5lSqVY1nZG+f61ksDWNKxwA8Abyn+F/D9wB8XH7kQOL2PtJXV1A5s+hJvVweqHBu+dSuCri8fp2YI8ZqSXMvG2Mp9rhyv6Uitk6huDNfZjhzqiL5ugns98HLg0OL/hwB3RcR9xf97gWPmfVHSOcA5yxY+m8F9D8iuu/4qjyit8v6QpLytkpKq/NbQSLzu3r275WSmKeUyaoPkeE1MbtOjbac11+PXdLo3NzcXfq7zHmBJzwVuj4jp60jzSsbcnI+I8yNiMyIWb5WZNaLJeN21a1craTSzCcerWXkrG8CS/qDMaxU8DXiepBuBdzK5NPN64HBJ2z3SxwI3r7GOHepe8k5NKulK4awwlbxYpevLxkOI15ylfLnPJlKaVWTs8TqmGEnhuFlVU1fTu1I1lsv0AD9u+h9JBwAbFdP1TRHxyog4NiKOA14A/M+I+DHgA8APFx87E7i07jrWkVowpnQgTWU8Uwp5kbBRxWvbxjrueyiqNHR7qttGF69jjpdUjqFV5FLH1cnXhQ1gSa+UdA/wnZLuLn7uAW6nneB5BfDzkq5nMmbprS2sw2yQHK9m+XC8mvVv2U1wH4qI/yTpVRFxbhsrj4gPAh8s/r4BeHIb64Fyg7rbOruZXm6Vs5SUz7a65rxYaVDx2jWXr2Gp0xvUcRlwvE4Z0A3DpeR2U1yq1i0zy4ZAvKH4/ay11pCYvrvxy15O6CONy6Zk63tOQ1tpkPFqeShbX6yqY+rWN+t8t6c6ZpTxuuqYN6b6PrXjbSraqiPmWdYD/DVJvw8cI+kNs29GxEvWXnuPUgmyVNKRGudLZYOO1zYNoaytOhjU3cZ1DjLrHqCq9JLVuVmn5/3ueLWltsvwEOqnVfpq8C9rAD8XeAaTu0izePSN2Yg5Xs3y4Xg169nCBnBE3Am8U9K1EfF3HabJepLCOKw2z3b73jZob/scr8PUVJmtM+YwhXipK/Ves7HGa9lymMKxKBVt5cPQj7VlrHwS3JiCMzV93MhR5mbBNowlGKfT0sY2O153Sr0htEzT5TalOChr6JeBHa+L1b153MqZzdM+hkn1rfMnwZmZmZmZ9WllD7D1o+5ZVVPTq3TVE9x2z07OZ6e2nhx7DV1e50upJ3hjo/ZzKox6+7KJ/e7YWq7OjaO55+nSBrCkZwOnA8cweXb4zcClEfGeDtJWSR/z+7ahiQLV5GX2ug3hFPI89eBsejhETvHathTKXxWpl9VUdN0QnrdfNjc3G1m247VbHle8vqHl38IGsKTXA48G3g7sLV4+FniJpFMj4qUdpG+lMjtkzJNON9XIGmv+5SKXeG1byuV0aAePoWtzfzle+zkue1yxTVvWA/yciHj07IuSLgb+ARh8gJplxPFqlg/Hq1nPlt0E90+S5j068V8A/9RSeiqpMharqaeH5PzUllzSWUeu+6RBycdrG8o+WbGsNp9UZs1pIz87rj9GGa8pma07yvzYsCzrAX4R8EZJh7LvEs0jgLuL97JVZ1jAqgqxbIW5an1t33w2xOEgblwAA47XRZosx3XKkMtdv5bV4xnsmxcxsnidJ6WbG8tYNo542TZkUB4HpWx5WvYgjKuBp0j6ViaD9AXsjYhbG0mhmTXG8WqWD8erWf9WzQLxYODpTN2lKum9EXFXF4nrwqoe0TYno+/rrDeFNKzDZ9PzDTleW3poSOPLtH7kuC+HHK9DVqcuWvSdHMttqursl4VjgCX9BHA1cBJwCPBA4PuAreK9wZgd8zWmcaSpbWfTYy/HYkzxWpfLkaXC8WqweByyrdZEni3rAf5lYGP2bFTSEcBVTKZvGZSUDopdz1nY1GMR112v1TaYeG2r7GU4TtSGK/t4rRqn8+LNjb35PGfxYk2WmWWzQIjJZZlZ3yjeM7N0OF7N8uF4NevZsh7g3wCulvQ+4DPFa7uBZwK/3nbCrN+zwDbO1n1G26qs47WPnqB563QZtY4kH69bW1uNxqV7e6tx/bRTG+VnYQ9wRFwIbAL/C/gqcC/wQWAzIi5oPCWWvLpjJz3msn05x6sPjDY2Ocer9cdjhJu1dBaIiPg88M6mVyrpcOAtwOOZXAb6SeA64GLgOOBG4PnF+s2sBMerWT4cr2b9WjYGeCFJH1tzvb8NvCciHgM8AbgWOBe4IiJOAK4o/rcEVenNdc9v/1KM11TvePaToKxvKcarpWXIdVKXde/CHmBJ/2rRW8C31l2hpMOA76V42k1E3AvcK+k0JlPCAFzI5HLQK+quJwe5PQVn2qq5hN3w7VYu8drm09u6iCPP52lNyCVeU9DV00vLxHCKx+rpNOVQD83e29Rnni4bAnExcBHz71S9/xrrfBRwB/D7kp4AbAEvBR4WEbcARMQtkh4678uSzgHOAdi9e/cayUhHDoV2mdkKKvftyVTy8dqUReWrz0rV0xZZRaOJ13Wl1Ohc1mm1Kv7HfoI+nba268vpZW9ubi783LIG8EeB10bEx2ffkPSMNdJ2IHAi8LMRcZWk36bC5ZiIOB84H2Bzc7P/vWqWhuTjVZLj1WzC8WrWs2VjgF8G3L3gvR9aY517mTzz/Kri/z9mErC3SToaoPh9+xrrsI75CVu9G0W8li1ffZTFlHqqLHmjiNehqvOE0j6PjavubWhirG3V5bYxtrdqvb9sGrS/jIibFry3p0batr97K/AZSd9WvHQy8AngMuDM4rUzgUvrrsNsbIYerz65siEZerzmqIubynLoKCrbIE7tBuE6ebp0GrQW/SxwkaSDgBuAs5g0xi+RdDZwE3BGT2mzHqU8hmnEeo3XdfZ91+OChz4Wfnv7hrhtA+LjawZSuRFslZTTtm491EsDOCI+wmQS8Fknd50WM1vO8WqWD8erWTl99QCb7WfV5ZZt7n0ajyb3ddfTpg2tzFa9i3vd/B1CnpmVMa+sp9zzmoIm6ofKDeBiPsFbpwbZm9VWJ8jLfscH0Lzitev9VXV9694gkmt5XLTdqZxAtJmOHm6kzCZel8l5jvtUYjWXIRJdaWOf1OkBfgrwHZIOjIhTm06QmTXK8WqWD8erWUcqN4Aj4pfaSIhZ01I5k+9TLvGaw37KuVerjpS2s6+0zFvvxsZGa+tLKV43NjbYs2cyIUWV/J+OZfdiNmNR/TiGPG3z2LBsHmAAJJ0h6dDi7/8o6d2SntRaimxU2p4SZgwVxLQc4zWHxu+0ulMZpTJd0Cq5pLMvW1tbjS0rl3idN+/top+yy+gzzavkUv5zqzvL6LKcrGwAA78SEfdI+m7g2UyeI/6mVlNlo9N2I3hEB/Vs4jX1+TDbMpJyaOVkE69Nq9KorvOzat2r5HLMyKEebWq/Na1MA/jrxe8fAN4YEZcCB7WXJDNbg+PVLB+OV7OelGkAf1bS7wHPBy6XdHDJ75lV0sVZ4Ah6gx2vHcqh96WKAcdFqhyvPSkbt7nERIr1UOr1Y5lAez7wXuCUiLgLOBL4D62myqwDA20MZxGvKVeKddQdD9x3+UslHSOWRbxaHvoaSjC77tQbvtsWzgIh6bCIuBu4P/DB4rUjga8CtZ9VbmbNc7ya5cPxata/ZdOg/RHwXGALCGC6eyCAR7WYrlK2trb8bPqBiohOe6QGMGVa8vE6dOuU2Xnf8+wog+Z4zUiO7YwujqE55cc8CxvAEfHc4vfx3SWnvgE0YGzGmOc+rCq3eB2qHOYK7iptjt/FHK/9q/sU0pzaGbNpXbbNOW1XU8rMA3z2zP8HSDqvvSSZLdfWGKMhjIN0vKahibLZZFnsepxvlflg68TzOtMqpTQVk+O1W2Mf755CmU9JmZvgTpZ0uaSjJX0HcCVwaMvpMrN6HK9m+XC8mvVk5aOQI+JHJf0I8DHgy8ALI+KvW09ZDdNndWM9oxmbZft5jGf5Kcfr9KNVx2C6bK4zNrhuXdZU+e+yLm1jXXWW2dU9CCnH69A0tT/dzhiOMkMgTgBeCrwLuBH4cUmHtJyutY2x8WM71Xk6UO4VWq7xOnTrlKvZqcoWXcL1lGbNWnSpeGNjo7F1OF7bVzUeqsSq4yxvZYZA/BmTxzX+FPB04JPAh1tNlZnV5Xg1y4fj1awnK4dAAE8u5iskJqdG/0XSZe0mqxm+VGGzcrhLf03ZxuvQNTEkYlpHl+hbX8fIOV5bVLfnt8oQGLcz0ra1tbXwvTJjgO+W9HjgsUwm7d72yfWT1p0c5/GzcWiyITOUeB26phvDTXId2R3Ha3v6iKvZdTqW2rXuPi4zBvg84HeKn+8DXgM8b52VSvo5SddI+rikd0i6v6TjJV0l6ZOSLpZ00DrrMFtmXsU0hLGTjtf8+CA5Xo7X5tWpx6vMl9t2WsZs0f0OZe+DqKrMGOAfBk4Gbo2Is4AnAAfXXaGkY4CXAJsR8XjgAOAFwKuB10XECcDngbMXL8XMFnC8muXD8WrWkzIN4K9ExDeA+yQdBtzO+o9pPBB4gKQDgUOAW4DvB/64eP9C4PQ11zGXz8Z2auvMyubrIK8HFa9mA+d4bdA60w22efwb6zG16x7dqso0gPdIOhx4M5Pnll8N/E3dFUbEZ4HXAjcxCcwvFMu9KyLuKz62Fzhm3vclnSNpj6TaE4qOtTDOWpYPY86jtra9ozxNNl7vuOOOuskYvFSm4EshDSPjeG1Qyk82G0oHU8oN2qrK3AT374s/3yTpPcBhEfHRuiuUdARwGnA8cBfw/wKnzlv1gvScD5xfLCu9Um7Wo5TjdXNz0/FqNsXxatafMtOgfVNE3NjAOp8BfCoi7gCQ9G7gu4DDJR1YnKUeC9y8akGzT5aqcsax/dkUzxTbUvWMbPrzQ8mnrs9K+zwLTi1eLV1Die+cOV6b1dXT/OrQGk94bFqqedSFMkMgmnYT8FRJh2iS8ycDnwA+wOSGAIAzgUt7SNsgNXE5IuXLHLlfhkmc47VDfR0Uq47VS31s34g5XqekPCSiD47NnRY2gCVdLum4plcYEVcxGYx/NZPnn9+PySWXVwA/L+l64CHAW2ssu3JhH3pB6GK7+sy7Muuuuo/XrSz7KFM5xOvW1tbg460Jix7BmzM3onfKIV6HJrUY6qJ8DzmGVinz6PJlQyAuAN4n6ULgNRHxtQYTdh5w3szLNwBPbmodZiNzAY5Xs1xcgOPVrFcLG8ARcYmkvwB+lcmdqn8AfGPq/d/qIH21pTz+Z4iGNKY6x3KTe7zaam1N1p+L2e3Nua5xvPZju8wMMXaGuE11la0bVt0E9zXgS0wm5j6UqQDNQdXCntLA9HX1FQxdH6R8orNDVvFaZr8temJfne8NjRvE2Z90ZxWvQ9JWmVknBqe/uyp9Y4v1eZrYhwsbwJJOAX4LuAw4MSK+vPbazKwVjlezfDhezfq3rAf4l4EzIuKarhJjVsf0meCIz4wHGa919+eQruaUNdYe4Uz39SDjdeyauiI5tNhdFp9d3Zw+z7IxwN/T+Np6UqVQZlqZrq2tSy5VLus0IachEU023IcUr00ZayxvW7TtucRHFV3XM+tyvA7XkMcZV1UmFvuM10oPwrDhKVZT9UkAACAASURBVFv4mmisddUgaeJsswsppWWoBjBOtHFDv2Iy9hMfS8OQ4qzqMTWX+OvjQRhmZmZmZr1xD/AcuV1Om9X2mJp1hhn03TszpLNyKy/3mG5L3Vk2hrJ+sy7kNDRv1qr6Muf6dDQNYI/L2aeJArtOQzKVxsiYxkjaPn2fhKWu7ZPEsgfUuuv2vm3G1tZW30kYlFyG5k0beix5CISZmZmZjcpoeoDryu3pQ32cSa4z/VKKNymNdTqpMamzT1Mqo13p+wpNlf00xv3TtmX57/xuTmpDJMayb7NuAG9tbZVuQDVVuFK5fD+tz3n0Vq0npaBexxC3yarJ7WR4CHK8bDwWKXZe5CyVIXlj2p9ZN4D71ucBcWiVf8rjMmfTVTadQ9tHXapSFpzP45RqfWHWpLY6Xxw/HgNsZmZmZiMzmB7gFHqBfElof1Wfwjf9vdx52MROGxsbc+8sz3Vfp3zVwprnGLbUuP5Zz2AawClp8sDYwCNyG0lH14bWuPA0fBNt7FPnrVl/htZxkTLnb7M8BMLMzMzMRsU9wC1ZdziEe7OGOaTET75qTx9TCbn3Ky/zykcqd9/nxuXdctdaD7Ckt0m6XdLHp147UtL7JX2y+H1E8bokvUHS9ZI+KunEttLVNUm1ftYREd/86VsTB5Em8yZFieynQcRrn+V+iGVzDNqog9s2lHg161ObQyAuAE6Zee1c4IqIOAG4ovgf4FTghOLnHOCNLaZrh+nG4qofKyeXg4jtcAEZxGtZfcWsy31acmrUVnQBLcfrxsaGj4c2aK01gCPiQ8DnZl4+Dbiw+PtC4PSp198eE1cCh0s6uq20mdlOjlezfDhezdbX9U1wD4uIWwCK3w8tXj8G+MzU5/YWr7Wm6llsLr0HfZ+Zd5FPA+3RSVEy8VpX171VqfSOtTnEKgdj2c4Z2cer1R82OcY4X1cqN8HN21NzjyKSzmFyGacS34zWrr7ySQObLi0TteJ19+7dbaZpqS5ukMvpSZDLvp97PLnO3k928ToGLqf967oH+LbtSy/F79uL1/cCj5j63LHAzfMWEBHnR8RmRGy2mlIzazRed+3a1WpizUbO8WpWQdcN4MuAM4u/zwQunXr9J4q7VZ8KfGH7Us4yqwbp1xmwn+slhDHf/e5LQK1pNF6Hru3LkV2V6xwvsaaYph44Xm0Hx8VyrQ2BkPQO4CTgKEl7gfOAVwGXSDobuAk4o/j45cBzgOuBLwNntZWuZXItJLlfsmxT2X069jzMMV6rWveJccvKSJll1i2LKddL02kb6wl4H8YQr0M2xjKbotYawBHxwgVvnTznswH8dFtpWSXXwjj2RluTqpSBIeZ7TvHahbL7uI26I9f6qItxxV3nzbx0b272P/rO8ZqfXON6yPwoZDMzMzMblVRmgehczmdjqfRA5pyH60jhsq/VV2ZGiHnv5zQ0ITU55pVj24bEMybtbzQN4L4q4CEWuBwPZm0p01Cy9NSZFs3lfvgcu2bj4SEQZmZmZjYqg+4Bdo9Nc5yX5XmIhHVhXtlynJqlo4l4XHf2GVtssA3gNgrGGBszDrD1uDGcrnWnRevTorJUpozluL1dcHzutLW15fqrhKbjqUo+T3+2ylSM3pcTg2wAu/G7Ph8kmzebp2MrU1ZP0+Wk6oOBxsI3CS031sZT1zFQ9zjRxePeh8ZjgM3MzMxsVAbVA+ye32Grui9SPxtOPX3Wj5TqnLH1KvmS/2o59wTnWJbLzjRUZdt8tWNiMA1gN37T1Vc+NrneHCtO61eVm1dSrmvaSFsO8eRGwnI5N4Rz10T8+GTPQyDMzMzMbGSybwBLyqI3YSwiYr+fIRja9ljzqpT7IcZIFbls9/bxZfrHdkotT+btM+87myfrIRBbW1utLDeHirltq6aIGnMejW1c5FBV3YdjLvNNS2HIWt00tHXcyVnfl9NdH1sdWTeAm+ID22LOm/mqzr9o6XDDt19Nxcu6+8UnssPgfbi+nO5JaFL2QyDMzMzMzKoYfQ/wWM50rD05P1FsSFK4rG7z9fm0rLLLcfw2o8vhEN5nto5R9gCP+eYTa55vsOhPWze4uH5ozjr7Zt5Ntd4v3djY2Fg7v9u6IS33Ojf1MjyWmwdH2QA2MzMzs/Ea3RCI1M+8LC9DPjtu2tbWVqn86jtG+17/UOQWGx4OsVgbeVP2CWdlvte1JuoIl7f+tdYDLOltkm6X9PGp1/6zpL+X9FFJfyLp8Kn3XinpeknXSXp2E2nwpTNLTaqXdFOI16lll/5pWgr7YghyP6CnEpeLpBSvbevrcvyiurqNcpFyWYPFdXLu2hwCcQFwysxr7wceHxHfCfwD8EoASY8FXgA8rvjO70o6oMW0WUXThb1KA2UIQTJPnW1LvJK7gJHGa0onIjlrKuZT2h8ppWXGBfQUr202Bts+fixr1PbdKZFSWsrK/VjfWgM4Ij4EfG7mtfdFxH3Fv1cCxxZ/nwa8MyK+GhGfAq4HntxW2sxsJ8erWT4cr2br63MM8E8CFxd/H8MkYLftLV6rJOUzpVzN9vyuu4yyUt6XVbYn5e2oqPF47VMO+yWnKww59v5UtZ2/m5ubPaeklM7iNZcHiuQQ84vkMja6jR77NvUyC4SkXwbuAy7afmnOx+ZuuaRzJO2RtGf37t1ZXCZITQ7DF1II5nUNpUw2Fa9tpW+RXC4pNhV7XcZMW/VEavsmR03F6x133FF6nanGVqrpasMQt7PtNknnDWBJZwLPBX4s9u2tvcAjpj52LHDzvO9HxPkRsRkRm7t27Wo3sWYj12S8tptSM/Px1ay8ThvAkk4BXgE8LyK+PPXWZcALJB0s6XjgBOBvukzb0KTYq1tViukuk46hnInnHK9DyP86ysZL1RtZu4jFse6zpuQcr20Ya3nK4arXOpqsn1obAyzpHcBJwFGS9gLnMbkr9WDg/UUir4yIfxcR10i6BPgEk0s3Px0RX28rbUOQSoOwS9vb3Ecwl83vXCuanOM1xzzvIn5zqSNy3H99Szle+xgT7DK02qo8yqW+KENSuXHTOReczc3N2LOn86GFnRlSgWxbm+W4i5veJG0NfZiApFZ2Um51mON6n9z2HUxugtuzZ8/gd2LTx1c3ivMwxPopIuZulB+FbGZmZmajMrpHIadsiGdeXVk375roLXCPQ7dSz2/H82Kp7ztrXtdDI8peBredyubZEOo39wC3JJUbS7qS8hN2yhjqfknJxsZGI8tJuRxtc7lZLPV9Z+1Z5zhQ51jierw9Q4hjN4DNzMzMbFQ8BKIFqZ5tbp+xNZ2+qmeCbaWjL0M4E+7KUPNqKGW5CUPdx9asJoZEVFnGss+5zNaT8lMAyzy5MetZICTdAXwJuLPvtCToKJwvs1LOk0dGxKBnnne8LpRyuexTqvky+FgFkHQPcF3f6UhQquWyb6nmy8J4zboBDCBpz9Cnj6rD+bI/50n/vA/25zyZz/nSL+f/fM6X+XLMF48BNjMzM7NRcQPYzMzMzEZlCA3g8/tOQKKcL/tznvTP+2B/zpP5nC/9cv7P53yZL7t8yX4MsJmZmZlZFUPoATYzMzMzK80NYDMzMzMblWwbwJJOkXSdpOslndt3evok6UZJH5P0EUl7iteOlPR+SZ8sfh/RdzrbJultkm6X9PGp1+bmgybeUJSfj0o6sb+UD5/jdR/H64TjNV2O130crxNDjNcsG8CSDgD+G3Aq8FjghZIe22+qevd9EfHEqXn4zgWuiIgTgCuK/4fuAuCUmdcW5cOpwAnFzznAGztK4+g4XudyvDpek+R4ncvxOsB4zbIBDDwZuD4iboiIe4F3Aqf1nKbUnAZcWPx9IXB6j2npRER8CPjczMuL8uE04O0xcSVwuKSju0np6DheV3O8Tjhe++d4Xc3xOpF1vObaAD4G+MzU/3uL18YqgPdJ2pJ0TvHawyLiFoDi90N7S12/FuWDy1B3nNc7OV4Xc7z2z3m9k+N1sazj9cC+E1CT5rw25vncnhYRN0t6KPB+SX/fd4Iy4DLUHef1To7X6lyGuuO83snxWl0WZSjXHuC9wCOm/j8WuLmntPQuIm4uft8O/AmTS1i3bV9yKH7f3l8Ke7UoH1yGuuO8nuJ4Xcrx2j/n9RTH61JZx2uuDeAPAydIOl7SQcALgMt6TlMvJD1Q0qHbfwPPAj7OJD/OLD52JnBpPyns3aJ8uAz4ieJu1acCX9i+lGONc7wWHK8rOV7753gtOF5XyjpesxwCERH3SfoZ4L3AAcDbIuKanpPVl4cBfyIJJvvzjyLiPZI+DFwi6WzgJuCMHtPYCUnvAE4CjpK0FzgPeBXz8+Fy4DnA9cCXgbM6T/BIOF53cLwWHK9pcrzu4HgtDDFe/ShkMzMzMxuVXIdAmJmZmZnV4gawmZmZmY2KG8BmZmZmNipuAJuZmZnZqLgBbGZmZmaj4gZw4iQ9QtKnJB1Z/H9E8f8jG1j2/675vTMkXSPpG5I2Z957paTrJV0n6dlTr59SvHa9pHMXLPcxkj4i6W8lbUj693XSZ9YHx6pZPhyv5gZw4iLiM8Abmcy3R/H7/Ij4dAPL/q6aX/048K+AD02/KOmxTCZNfxxwCvC7kg6QdADw34BTgccCLyw+O+t04NKIeBLwj4CD1LLhWDXLh+PV3ADOw+uAp0p6GfDdwH+Z9yFJfyppqziDPKd47ZGSPinpKEn3k/SXkp5VvPfF4vfRkj5UnCF+XNL3LEtMRFwbEdfNees04J0R8dWI+BSTSbCfXPxcHxE3RMS9wDuLz06n/TnAy4AXS/oAk8ronxVp+s8l88msb45Vs3w4XkcsyyfBjU1EfE3SfwDeAzyrKOjz/GREfE7SA4APS3pXRHxa0quBNwFXAZ+IiPfNfO9HgfdGxG8UZ5SH1EzqMcCVU//vLV4D+MzM60+Z/mJEXC7pTcAXI+K1ko4DHh8RT6yZFrPOOVbN8uF4HTf3AOfjVOAW4PFLPvMSSX/HJFAeAZwAEBFvAQ4F/h3wi3O+92HgLEm/BnxHRNxTM42a81osed1siByrZvlwvI6UG8AZkPRE4JnAU4Gfk3T0nM+cBDwD+JcR8QTgb4H7F+8dAhxbfPRBs9+NiA8B3wt8FvgDST9RM6l7mVQO244Fbl7yutmgOFbN8uF4HTc3gBMnSUwG6r8sIm4C/jPw2jkffTDw+Yj4sqTHMAnoba8GLgJ+FXjznHU8Erg9It4MvBU4sXj97ZKeXCG5lwEvkHSwpOOZnCX/DZOz4BMkHS/pICaD+S9bsax7mJxZm2XBsWqWD8eruQGcvn8L3BQR7y/+/13gMZKePvO59wAHSvoo8OsU44WKz/0L4NURcRFwr6SzZr57EvARSX8L/Gvgt4vXv5PJpaEdJP2QpL3AvwT+QtJ7ASLiGuAS4BNFen46Ir4eEfcBPwO8F7gWuKT47EIR8Y/AXxc3Dox6oL5lw7HqWLV8OF5HHq+K8HAR25+kw4C3RsQZfafFzBZzrJrlw/GaDjeAzczMzGxUPATCzMzMzEbFDWAzMzMzGxU3gM3MzMxsVNwANjMzM7NRcQPYzMzMzEbFDWAzMzMzGxU3gM3MzMxsVNwANjMzM7NRcQPYzMzMzEbFDWAzMzMzGxU3gM3MzMxsVNwAHghJH5T04uLvH5P0vhbW8UuS3tL0cs3GxvFqlg/H6zC5AdwhSTdK+oqkL0q6VdIFkh7U9Hoi4qKIeNY6y5B0kqS9M8v9zYh48XqpW7ne50i6qPj77ZKet+SzL5B0naQvSLpd0oWSDmszfTYejtdS6y0drzPf+5+SQtKBbabPxsPxWmq9VY6vL5L09SI/t39OajN9XXMDuHs/GBEPAp4IPAl4Zc/pSc0GsDX199VLPvvXwNMi4sHAo4ADgf+n3eTZyDhel6sSr8CkB41JrJo1zfG6XNV4/T8R8aCpnw+2mrqOuQHck4i4FXgvk0AFQNLBkl4r6SZJt0l6k6QHFO8dIenPJd0h6fPF38fOW3Zx5vZXxd8vnzmD+5qkC4r3zpJ0raR7JN0g6aeK1x8I/Hfg4VPfe7ikX5P0h1PreZ6kayTdVVwi+vap926U9IuSPlr00F4s6f4lsmYT2CrScGRE7F30wYj4TETcOfXS14F/XmIdZpU4XhcqHa/Feh4MnAe8vMSyzWpxvC5UKV6Hzg3gnhTBdSpw/dTLrwYezSRo/zlwDPCrxXv3A34feCSwG/gK8F9XrSciXrN99gZ8O3AHcEnx9u3Ac4HDgLOA10k6MSK+VKTt5qkzv5tn0v9o4B3Ay4BdwOXAn0k6aOpjzwdOAY4HvhN40ZL8uE7SXUV6LgNuA44qgv/3lnzvuyV9AbgH+NfA61fliVlVjtf98qNWvAK/CbwRuHVVXpjV5XjdLz/qxuuTJN0p6R8k/YqGNmQpIvzT0Q9wI/BFJo21AK4ADi/eE/Al4J9Nff5fAp9asKwnAp+f+v+DwIuLv18E/NXM5x/A5NLHK5ak70+BlxZ/nwTsnXn/14A/LP7+FeCSqffuB3wWOGlqW//N1PuvAd60In+eAfxJ8ff5wBkV8vaYIn2P7ns/+2cYP47XZuOVSe/TR5gMfziuyNMD+97P/hnGj+O18Xh9FJPG9f2A7wA+Abyy7/3c5I97gLt3ekQcyiQAHgMcVby+CziEyeWJu4qztfcUryPpEEm/J+nTku4GPgQcLumAkut9K3BdRLx6+wVJp0q6UtLnivU9Zyo9qzwc+PT2PxHxDeAzTBqi26Z7eb4MzL0hQdJrivX/BfCs4u+zgTdLKtVTFBGfZZJf7yyZfrMyHK8z6sSrpPsBv8ukAXBfyTSbVeV4nVH3+BoRN0TEpyLiGxHxMeD/Bn64ZPqz4AZwTyLifwEXAK8tXrqTyWWXx0XE4cXPg2NyaQXgF4BvA54SEYcB31u8rlXrknRu8d2zp147GHhXsf6HRcThTC6zbC8vViz2ZiaXi7aXJ+ARTM5SK4mIlxfr/xSTS1NPZzL4/vCI+NYKizoQ+GdV12+2iuN1n5rxehiTHuCLi4Puh4vX90r6nqppMFvG8bpPg8fXoER+5MQN4H69HnimpCcWZ3hvZjJO6KEAko6R9Ozis4cyCeC7JB3J5EaSlSSdCryEyZnxV6beOgg4mMmYpfuKz01P7XIb8BBNblqZ5xLgBySdLOlbmFQgXwX+d5l0zUnnocChEXELcCKwp8R3fkzSbk08EvgNJpe9zNrgeN2Xzqrx+gUmvVpPLH6eU7y+AVxVJw1mKzhe96WzzvH1VEkPK/5+DJNhGZfWWX+q3ADuUUTcAbydScECeAWTQftXFpdh/geTM0uYBPMDmJzJXsnk8k0ZP8LkMs+12nfH6Zsi4h4mgXsJ8HngR5kMjt9O298zGYR/Q3HJ6OEzab8O+DfA7xRp+kEmU9DcWyELpj2JyfhAmATo1pLPbnsskwrhi0ymRLsO+Lc112+2lON1h0rxGhO3bv8waRgA3LZGGswWcrzuUOf4ejLwUUlfYtJ7/W4mN7EOhiJW9cSbmZmZmQ2He4DNzMzMbFSSawBLOkWTOeuuLwaXm1mCHKtm+XC8mu2U1BCIYsqRfwCeCexlcqfwCyPiE70mzMx2cKya5cPxara/1HqAnwxcX8w/dy+TOV1P6zlNZrY/x6pZPhyvZjNSe6zdMUwme962F3jK9AcknQOcA/DABz5w4zGPeUx3qbNB2doqcyNsZ+6MiF19J6KClbEK9eI1sf1iJW1sbLS27LbKRJ0033jjjdx55525zYfaWrymoMs6Y1WZcf3Vbl1Q1dbWFhExN15TawDPS+SOMRoRcT6Tx/ixubkZe/asnM7ObK7J3OLJ+PTqjyRlZaxCvXhNbL9YSW3WxW2ViTpp3tzcbCElrWstXlPQZZ2xKk9cf7VbF1S1bH+k1gDey+RpJ9uOZfJEFLPGrRr/7opsqdZidXq/eB8YTMpEU2UhpfteOuRja01Vy4vrrzSUyfvUxgB/GDhB0vGSDgJewNTk0WZdioj9fuybOolV53u6uo4Nl4O1DPbY2lYj03VPNSkdJ8uWiaR6gCPiPkk/A7wXOAB4W0Rc03OyzGyGY9UsH45Xs/0l1QAGiIjLmTx2zyw5s2e3Y77E1WWszutVGHPeL9LV5de+enm21+t9X52PreWl0IuZi1Tyqk6dkFwD2CwnTY5NtGqWVbxN7pMyFXxqZaBqelI5iJW1TkN/+/O5bfPYdB1TLg/5qltW3ABeYd0gdFAN37oNMTeim7esp7CNmMy5ZzL3OirnvLd9+th/bZf9od8Q13fdsW6epnYTnJmZmZlZq0bZAzzEMzFL07Ixw32fPY9B13ncd49P2XUOsexVzXtJg8yHnHQZI33v6yFe6Zvdni7zuIm8HHQDOIXC5krWprksjIcvzafP9XP3xtTonVW3Tqi7HV3XPVXWl8I2eQiEmZmZmY3KYHuA3etiZilwT3D3quR5VzdKmmNgW1fla9F6UtgPdWZjaTrdWTeAt7a2ktiRq/gym5n1PT542limAqt78jGW/Fml73K6jrHvu2VSms++7H0xbaQx6wZwTlyhmtm2lBrDttiY983W1lbfSajFx9jqUmkQt7HejY2Nhe95DLCZmZmZjYobwB0bc4+Cme0vImr/WDnOL7Pycq9jyqbfQyB6MIbhEGOej9SsK+sOpfD9CTYELsPtGeL8xdvcA2xmZmZmo+Ie4DnqnE0O9Qypqrp3Wy/js3szs3HzcaA/Xc/OUFXdsuEG8Iy6GVnnUuSQLj+2GQSep9NstbqXKodUD60y5Mu5QzWWspmrPuc5X7dsjKYB3GUQValky86Bl7I+Cv4YxlGbVeXp1SwXrruHZdX+bLo+aqL8eAywmZmZmY3KYHuA+z67rHNZILdLkSn0MHl4hNn6xnRFJZVJ/4dqDGXIqqvzWOa2y1LWPcAbGxueH7MnKR80JCWdPrMu1KkLHTc7zTu2LHuy1BiN+di7faxZ9WOLzSszXZWlzhvAkh4h6QOSrpV0jaSXFq8fKen9kj5Z/D6i67SZ2U6OV7N8OF7NyuujB/g+4Bci4tuBpwI/LemxwLnAFRFxAnBF8f+opH72nNsZbU5pTZjjNXN1eoHHFDcDe9Ke47Wmsr25dY6DY4qnOvqKu84bwBFxS0RcXfx9D3AtcAxwGnBh8bELgdO7TluThnIQya3RO0/u6e/TWOLVbAi6jNeMTxJ6GabgIRLp6fUmOEnHAU8CrgIeFhG3wCSIJT10wXfOAc4B2L17dzcJXaCpgptqJTK0wJzdnlTzPVW5x+uYrZoezbEwPOvG6yK5lpWUj2c+NvWjt5vgJD0IeBfwsoi4u+z3IuL8iNiMiM1du3a1l0Az+ybHq1k+mojX9lJnloZeGsCSvoVJcF4UEe8uXr5N0tHF+0cDt/eRtmXauGyR6pleymfL1q1c49Xmm61zUq2DrJ424jXncdE5DjPwEIlu9DELhIC3AtdGxG9NvXUZcGbx95nApV2nbZk2CmGOlcmQuIJZLdd4teVybtDYYk3Ha25lZKjja4e2PanoYwzw04AfBz4m6SPFa78EvAq4RNLZwE3AGT2kzcx2crya5cPxalZS5w3giPgrYNFpzMldpqUM9/xW09W2Nb1flNlT+LqSW7yajVmT8eoHfqTJN8w1Z7CPQm7CmBu/EVF6+/vYpjqPml5le1m57CMzs7Eb+7CAsg3iZfk01mOeG8BTxtzgzVWVhnpZ7g22MmXKZcSsHzk2ets4Vs1TZx1jPeb1Ng2amZmZmVkfRtcD3OYZ2JDOoHLqAVs1yb9ZFWXL0Fh7Tcz60Gfd3tSwAh+r0jKaBnDbhW0oB8KcGr7zzEubLwnZPE3UCb4hxSwfTcfnOsvrakhEWdNpGUs95iEQZmZmZjYqo+gBdu9vOavyKdftrDtjxLzP55oHZkPSVc+Z4z0N6+zvlPdhnaEVXRjCk27LbMNgG8Ce0cFmNTH+ykMj8tfmwWXRsodeZtqIi74bAamkYUyazu9c424oY4XbrA+byJdBNoCbLDC5BlDTnA/7pDw/si3W54FkqA3j6e2qO492zgd4a84Qeh3bkNpY4Saksj0eA2xmZmZmozKoHmBfPqluqON+V2njSXKzPEOArZLDOPMmxs6bzeNe33JSHSucu8E0gMccSA6C+pqaNq2MMU4zY9X1WU5cl1hXxnzMbsoQh0d0yUMgzMzMzGxUsu4B3traWvvsZ8xnj6uMNW+6OKt2b3D3qgx7SeVGLs86YkPjm9SbNZQZI/qQdQN4HSkGTkqFN8X86ZIvLY1T3XLfZnmpO7vCquWZ5Wrsx6eyyubTWOuE0TWA+wicnAqXK5Z9urhRrovl22pNlPvUT5pSTptZWT5GLbbOCfy0sdQVHgNsZmZmZqMyuh7gLuR69uQz6/lS79mzatos523OKuIyWN2qfe08zYePT93p6upn30bXAK477+bQC4Irl+V8o4HVNZaDSZvaqp88v2q36uarj0/9SL3zp0y52NzcXPheb0MgJB0g6W8l/Xnx//GSrpL0SUkXSzqor7SZ2U6OV7N8OF7NVutzDPBLgWun/n818LqIOAH4PHB2VwmRtPLHbFtEfPNnRJKJ11wNrcxMx0HbPylt28bGRufpqWEw8TqkmLHmNFEuemkASzoW+AHgLcX/Ar4f+OPiIxcCp/eRtjFI4QAzFGPIR8drs4ZQXnJO+9ClGq9VO5JyjxFrVhvH2r7GAL8eeDlwaPH/Q4C7IuK+4v+9wDHzvijpHOCc1lOYiHXn8XMF0q1FY4UzHwfaSLzu3r275WTmJ/UxdtNcl2QjmXj1mF+rouv93nkPsKTnArdHxNb0y3M+OjcnIuL8iNiMiMUjm82sEU3G665du1pJo5lNOF7NylvZAJb0B2Veq+BpwPMk3Qi8k8mlmdcDh0va7pE+Frh5jXVkr2o3fypj52yfefuh7X3keM1PqvHquqR9Q43XOvfOuKxZ18r0AD9u+h9JBwC1MfThhgAAIABJREFU7wKIiFdGxLERcRzwAuB/RsSPAR8Afrj42JnApXXXkTNXALYmx2vGUjiJdR3UqUHFq28aH7fcbnZd2ACW9EpJ9wDfKenu4uce4HbaCZ5XAD8v6XomY5be2sI6zAbJ8WqWD8erWf+W3QT3oYj4T5JeFRHntrHyiPgg8MHi7xuAJ1f5/sbGBnv27AHSv7nIPSq2SEM3QiUfr1tbW6s/ZPtZdGPl7HvTqpQn1029SD5eV0n9mJuDZXnYZ1zW2bc51iPLhkC8ofj9rC4Ssq4UutPnSSktNmhZxavVU7aOS/myowEZxOvW1tbCIQ1tNH4XLTP1efnLPEdgyM8XyLkeWdYD/DVJvw8cI+kNs29GxEvaS1YzmugdKbM8swRkH69mI5JVvKbWWOsiPWWO96nlS11DbhMtu/K4rAH8XOAZTO4i9bVLs7Q5Xs3y4Xg169nCBnBE3Am8U9K1EfF3HaapdbNnLWXOfnI407HxyiVe5z0cxGxsconXrqXUo5pSWlKUcv1ddt+tfBLcGIIz5R1pVkVO8eqnF9rY5RSvZjCs+rnzJ8GZmZmZmfVpZQ+wmVmXyl6+GlJPhJmNW1/12ZCGelTdlqUNYEnPBk4HjmHy7PCbgUsj4j11E2hm7RhbvPY9h6Yb6raOscWr5Sv1OqxuI35hA1jS64FHA28H9hYvHwu8RNKpEfHSWmu03swrJKkXbCvH8brTur0ay+Ki6rJXfb7KdI2O12EYcryuKqND6nFcVw4Pu0itzmmy/CzrAX5ORDx6zsovBv4ByDZAzQbI8WqWD8erWc+W3QT3T5LmPTrxXwD/1FJ6rGGrnjoz5CfUjIzjtUFdPr2pynocr4MxmHit+mTBMT+NcKzbnaplPcAvAt4o6VD2XaJ5BHB38Z4lqKmDoaRKAZrr5ZQBeRGOV7NcvIiM47XpejwiBn8il9Kxr63jdW77cNmDMK4GniLpW5kM0hewNyJu7SpxZlaO49UsH45Xs/6tmgXiwcDTmbpLVdJ7I+KuLhJn5bR11lW2F7jK+qv2LFt5jtfxqhKDjr805BqvbZWfNq44tsHxs1Nuvb7TFo4BlvQTwNXAScAhwAOB7wO2ivdsBJaNhaw7/tDjFpvneLWyco29Psc9N72+HOM1pXGr88YRt5W+IY3brRo7s58d2v0Hy3qAfxnYmD0blXQEcBWT6VusQ7kXtlnuDW5U8vG6sbHB1tZW38kwunkMddv11ezy26hLptex/ffGxkYTi04+XqflVE9Pp7XuFIS2T47tjun9urm5ufBzy2aBEJPLMrO+UbxnZulwvJrlw/Fq1rNlPcC/AVwt6X3AZ4rXdgPPBH697YTZTjmehZXRRS/OSGQRr1V6Z6x7TTx8o6/9Or3epu9dmNbQVYzs4jVHuae/KWOpa6vu72WzQFwo6TLg2ey7S/WDwCsj4vNrpNFKGkuhndbENo+x0ssxXnO56WWZstuQavrL2E777LamvE0ppw3yiNeGhnpYj1KPg74tnQWiCMR3Nr1SSYcDbwEez+Qy0E8C1wEXA8cBNwLPT6UiMMuB49UsH45Xs34tGwO8kKSPrbne3wbeExGPAZ4AXAucC1wREScAVxT/j8qQ7q60dAwhXpfd9V32p400rZv+Kp/t+8qG66duDCFezbpWp35c2AMs6V8tegv41spr2rfcw4DvpXjaTUTcC9wr6TQmU8IAXMjkctAr6q4nJynMaTikA9qiS7ZD5nhdrm75brsMVV3+EON1jByv1rYx1BHr1s/LhkBcDFzE/DtV77/GOh8F3AH8vqQnAFvAS4GHRcQtABFxi6SHzvuypHOAcwB27969RjLS0HQhrVsgxvAoyoFzvM5ff63vpX7ylNN4XJvL8WqtSL0umFe31klzE3X0sgbwR4HXRsTHZ9+Q9Iw113ki8LMRcZWk36bC5ZiIOB84H2BzczPto5RZdxyvZvlwvJr1bNkY4JcBdy9474fWWOdeJs88v6r4/4+ZBOxtko4GKH7fXncFTT61rE1NpqeJMYKp93rZUtnGa1Oaivcc4yDHNI/c6OPVmtf3cMq692L0dU/HwgZwRPxlRNy04L09dVcYEbcCn5H0bcVLJwOfAC4DzixeOxO4tMpyyx70UmgEN9UYb+PmmCZuNurzBp5UbhjqWm7x2oQ2Tm5zLjc5p33bOvVJm/XO9PKamB5sjPFqzeu6g6/v43vTlk6D1qKfBS6SdBBwA3AWk8b4JZLOBm4Czli1kK2trVo7vc+HL4x5ntumxv5Y5xqJ13W0WU5yjad5lm1L6rFWdT+U/fw69zdkWjZ6j1dLW6blunG9NIAj4iPAvAc0n9x1WsxsOcerWT4cr2bl9NUDnJQyvQNVzpiaHts7ZNPbt06+DT2fxir1XsucNBVrTWs7dkfW+2sj0NesCUNT+UEYkk6T9JQ2EpOyZTfWtTUWcWwFtsr2DmH8URdyjde2x7SNveyksv1u/O6Ua7xad1I6ec1dnR7gpwDfIenAiDi16QSZWaMcr2b5cLyadaRyAzgifqmNhJgvUUC5G+WcT+XlEq9d3cFs+6tyk1iZPOy7hyrnoVS5xKv1o+/YGpqVQyAknSHp0OLv/yjp3ZKe1H7SxiOFS5Ep83CH8nKMV1fq/WtiKsMqw1aajOW6Q9BSmMopx3i1bjUxvNLHzfnKjAH+lYi4R9J3A89m8hzxN7WbrGHru9K1QUs2XrenLexy7krHWTeqNjybWF+KDzeqIdl4tX410eh13bdcmQbw14vfPwC8MSIuBQ5qL0lmtgbHq1k+HK9mPSnTAP6spN8Dng9cLungkt/rzdCeVmJWQXbx2hTHe3dSfsT8MgmWjdHGq7UjsfKdtDKB9nzgvcApEXEXcCTwH1pNVUkbGxvZHPRST58NRrLx2gSf3HavyWErVfdTU1NNJlxGBh2vVs/AyniyFs4CIemwiLgbuD/wweK1I4GvArWfVW5mzXO8muXD8WrWv2XToP0R8FxgCwhg+pQkgEe1mK7GNTXNj5/AYokaVLzOcgy1p8shDDkNl2jZoOPV6nOMdGdhAzginlv8Pr675KTPB2JL0ZDj1THXvDEdZFMsP0OOV6snt6cWDkGZeYDPnvn/AEnntZek/rggWe5yjleP7W1Xjjet1ZVL+ck5Xm1968Zk6uU7dWVugjtZ0uWSjpb0HcCVwKEtp8vM6nG8muXD8WrWk5WPQo6IH5X0I8DHgC8DL4yIv249ZWYj0WSPXK7x6p6M9gy9xzfnspNrvNpqbcZdzmU+JWWGQJwAvBR4F3Aj8OOSDmk5XZ3K4VKZDU8bl6NzjFfHXvO6GO7QxOOTm5DrnMSQZ7yO3aKp+boqh64vm1NmCMSfMXlc408BTwc+CXy41VSZWV2OV7N8OF7NerJyCATw5GK+QmJy6vFfJF3WbrK647MpG5ik49Xx1q6uekCr7MfZz7adxtnlJ17mko5XS2sIUeJlOTtlxgDfLenxwGOZTNq97ZOtpaplLkTWl7Yr05TjdWNjo+8kDE4XB+em68s+GsSp1vkpx2uXqpSBJvdlSo3bZVItv7lb2QAupmQ5iUmAXg6cCvwV8Pa6K5X0c8CLmUz4/THgLOBo4J1MHgV5NfDjEXFv3XUMxboB6sBJQ1cVreN12Lo8YHdVdyxbT1PbO72clOrEMcbruvt01ffL7l83fq3MGOAfBk4Gbo2Is4AnAAfXXaGkY4CXAJsR8XjgAOAFwKuB10XECcDngbMXL8XMFnC8muXD8WrWkzIN4K9ExDeA+yQdBtzO+o9pPBB4gKQDgUOAW4DvB/64eP9C4PQ117FQ2bs4+z5DbGL9Vba17+0doh7ydXDxahNdz+iQgjbSk1hdN6p47SLfcz/WpRiHQ1WmAbxH0uHAm5k8t/xq4G/qrjAiPgu8FriJSWB+oVjuXRFxX/GxvcAx874v6RxJeyTtueOOO+omo7S+gqWvAE29ckhZIpXsqON1SDyt0k5NNwoSqecGH685NDr7kuqJ51isbABHxL+PiLsi4k3AM4Ezi0s1tUg6AjgNOB54OPBAJuOe9lv1gvScHxGbEbG5a9euuskwGyTHq1k+HK9m/SkzDdo3RcSNDazzGcCnIuIOAEnvBr4LOFzSgcVZ6rHAzQ2sqzFd3UmcyllyyndO9y2VfbTKmOM1Zx3MFNLq8rswvQ3r5FdKN8cNMV5zqSu71ndZs4kyQyCadhPwVEmHaBIdJwOfAD7A5IYAgDOBS5tcaROXF9oK5lQvESVwOd/610u89q2vcYOOs+qauoSc43jROZKI1wzzrVUe5pCmhQ1gSZdLOq7pFUbEVUwG41/NZIqW+wHnA68Afl7S9cBDgLc2ve5i/W0sdhSGXqnlfPPEUOO1K2X3cRvloqtxvmM5+LZ541xT+2gI8ZpbHdm2eeN5xxJzuVo2BOIC4H2SLgReExFfa2qlEXEecN7MyzcAT25qHWYjcwGOV7NcXIDj1axXCxvAEXGJpL8AfpXJnap/AHxj6v3f6iB9ydk+u+3zrG7eurs8604hD2aNtddhm+O1f3XGk7ZVblOKzT5FRON5vLW1tfYyco7XLurauuW3ybQ5hoZv1U1wXwO+xGRi7kOZCtAUbG1tlSrwswW5iUqx7k1i66x32fpm3+tyvGLfFcXYG79Tko7XlLRdZrouk33HYMraaAQ3JOl4LXt8XUfT5baJfe1Yyse6+3phA1jSKcBvAZcBJ0bEl9dak5m1xvFqlg/Hq1n/lvUA/zJwRkRc01Vi2tLWlF5lL3m21etb53ttnNF3PWVaor05fRtMvLZtCOXHvVTVbOdXQvt+NPHadVl1bIxDE7G8bAzw96y99ITMXq5vukJc1Ajso/FbdplNHgzaHg6R0IGrEU0PWRlavDZtKOXHB/f1tFX/1UiH49WshibjttKDMIagzUqviWV3eYBrY9zwUBoabXEDxupy2WlWgr3C2XLZtLa1Ead9PAjDzMzMzKw3o+sBtsUSvlt6ENxLYlW4vHSj72klzWynruLPDeCE+IA3DN6P/eliGFJuU0NZdcv2webmZocpyUMqU2JaO+rWeWXH3Pc1Nt9DIMzMzMxsVNwD3LPUzpi7nD5taFLbl2PTVRltorfCZcWGqOspMa1dTTwwrIv11JV1D/DGxgYRsfInVSmnbVZu+drHj+Wv6n6sUy5cVmzIJO34sbyMad+Nogc4tZu7fABsj/N2fFJ/9KnLpI2ZxwfnIaU2Uley7gE2MzMzM6tqFD3A0O8TgIZ65pvC9EFDzdsh2tramls+1tmHY+y1MMtRm7Hq48B6hliPbpeJZbO2jLIHeNW4zSbHfDowy/G42/GqW/mu+5hxlyGzxTY2NvpOgrVoiGN9q9bro2wAm5mZmdl4jWYIxCKzN8hV6RFy79H+tvNk0Vml88zmqTJ90pB6LMxS1ufQwSp8vKkm5X1ZV519PfoGMDhI2uA83d8QK50mlTkRXXfYg5nVs6pzI0Wel3innPbdIk3uz9aGQEh6m6TbJX186rUjJb1f0ieL30cUr0vSGyRdL+mjkk5sK11mXclpPszU4nU27+rmocf6WhWLyl1qcdxnvG7HUi5xldq+61JTZbev+fLbvu+nzTHAFwCnzLx2LnBFRJwAXFH8D3AqcELxcw7wxhbTZWb7uwDHq1kuLsDxaraW1hrAEfEh4HMzL58GXFj8fSFw+tTrb4+JK4HDJR3dVtrMmpRyT1FZQ4lXzxJiVVWN2a2trZZTtFrf8TodWznF2RDq6rKa2q6m929Kszx1PQvEwyLiFoDi90OL148BPjP1ub3Fa/uRdI6kPZL23HHHHa0m1myRoVeehUbjtY0EusFr9k29HV9zj8F16vEyw2baGlrT9lCdXPdnWalMgzZvb83N+Yg4PyI2I2Jz165dLSfLzOaoFa8tp8nM5vPx1WyOrmeBuE3S0RFxS3EJ5vbi9b3AI6Y+dyxwc8dpMytl4L2+05KP19l9MfQeC6tnJDGbRLxWicGU9kvfael7/WPUdQ/wZcCZxd9nApdOvf4Txd2qTwW+sH0pxywlI6ukGo3XjY2N1sd5dTkspYtLnLaekeV9dsfXnIdNDFXuw1mqaK0HWNI7gJOAoyTtBc4DXgVcIuls4CbgjOLjlwPPAa4Hvgyc1Va6zMoa0YFzcPGqmvN/trnPt5c9hgNLn8YQt0OL16oxMYZ9bO1rrQEcES9c8NbJcz4bwE+3lRYzW87xapYPx6vZ+vwkOLMZ7l3oVsw8jrwPXa5/el2zT9dy73B1fZcd696yOHF5qGeMdU/WDeCtra1Sj081K6ONirNsmRx7pd1GI3hZ3ZBKfs+mo+7QjbHocr+lcGJm1c2eVNpyY65vUpkGzczM7P9v797DLanqO/+/P0JAURQILUEakGTaMXhDzglibpJBEYwjJIYZzExExGF8oqNkchHiJDhPxvmJGo3OL0owmEZDRH4xBmaCXH5Eh1wGpY8S5CKhH0BoQWmjKIoR0e/8sevQu3fvS+2967JW1ef1POc55+zr2muvT9WqVauqzMwakfUI8KhJW3x93sKx6doc9bWdDddbnaPBqZtW1hzbVk51v269nsfVd46fxyzHZUfdOtUBnmSeBZYbSTXmXUk0Ve/u8Oahzs5wzlI673HXvpeydbmyslJzSawK3njZweuo8XrRAZ6H5+AtZ5lLOtZR71Uv8Nw2mue5mJO1dfBcF74PZ9m6xm16Pp4DbGZmZma94hHgMcaNbrS9ZbXoiEsT5a5qNKiqM3p4mkP3+Mju9uVc986vQbmpVXWeYq3O5VjObbytZYs7wCU10SmuoxHMO7VgnoVCE1fNmvb+Tcl5wdI1nhts83B2bZLRqVVl2kpV7alMR7gvbbfN5binQJiZmZlZr3gEuAFtj1SVPVBmWjlT+QxN6ssWuOWvzpGktrO/CGfXymi7nbT9/m1JZZniDvASctt9kUqjS1GK35dNV+fZIbp0qdV5pm+l/tmcU7N8pL48cQe4Jql/8TbgFWrelrnE8aLffd1tpollR47LJ2e1WWtra62dZs/yk+MyxXOAzczMzKxXOjkCvOjWao5bMLlpe9erRzK6rQvfr0/5tqsufK858wWibJKcl1NZjwCvrKwQEbv8LGrZ59uuyn43VX2HZl0xbtnWt4z06bOmTtKjP2aQd+cXMu8Am5mZmZnNq5NTIJblXZDLW3bUpq5pLCldYMNsGXWeBSMFqWZzbW2t7SK0zlMiumXWBUFyW84Mf4bV1dWJj3MHeIplzptb9Xvm1ABTuWpbmTqr6vLLZm1Y5iwYbcota7nUa5NyOw2o7ZDyOf8XsWh7q20KhKQPSrpf0k1Dt71D0hck3Sjp45L2GbrvbElbJd0m6cV1latK88zNmzWfL+c5sqmWbd7y9Hl+Wx/y2gcpzhVOsUzjDGd/eL5risuE1PNatt5G67nqHxvoar0suzypcw7wZuD4kduuBp4ZEc8G/hE4G0DS4cApwDOK57xP0m41ls3MdrYZ59UsF5txXs2WUlsHOCKuBb42cttVEfFI8e91wMbi7xOBiyPiuxFxJ7AVOKqusjWtjhGPqkdTFnmtlEdzhuUyAtUm57W76mr7y+7VSsXwqFguI2S55LXtEdqujnyOk/NIeNllSdXLljbPAvFq4BPF3wcB9wzdt624bReSzpC0RdKW7du311zExTS9AqjiPXIJSlWmfTe5LTwa0tm89s2iK5vcOraT9CTfS+f1kEMOqbmIzevad5/jZ0lpWdJKB1jSm4FHgIvWbxrzsLG1EhHnR8RqRKxu2LChriKaWcF5NcuH82pWTuNngZB0KvBS4NjY0fXfBhw89LCNwL1Nly1nw1tROW0N5kA1n/In5e/LebXcpZyvqlWd12nLvS7U67KfIec9IU1Lsa4aHQGWdDzwJuBlEfHQ0F2XAadI2lPSYcAm4DNNlq1L6m5obe+2aEPXdp2V4bxa7vqSVWg+rynswm5bU+0rt7m9KU1zmKa2EWBJHwGOAfaXtA04h8FRqXsCVxdf3nUR8dqIuFnSJcAtDHbdvC4ivl9X2fpgvcFVFZJUG3BbptVrmbpKbeHlvJrlI7W89nkP5PDnrXI9mWM95tZPqK0DHBGvGHPzBVMe/1bgrXWVx8wmc17N8uG8mi3PV4LruIjFL5ea29bcumVHZ+t6/1zr0ywndYycDWd32qVVrfvzhqfpwufr03rKHeAeGG3Q40Lap0bfli4sHNvQ9gaNpaPpDLl9VWuZARmrT1/beZvnATYzMzMza5xHgHto+AC5rmz5lR1VWH/c+ufu88EbOZj1nXSpDVtaGXS7qsey9ZpSG+mCPrdz5fzhJW0Hvg18te2yJGh/XC+jUq6TQyOi02eed14nSrldtinVeul8VgEkPQjc1nY5EpRqu2xbqvUyMa9Zd4ABJG2JCB+VMML1sivXSfv8HezKdTKe66Vdrv/xXC/j5VgvngNsZmZmZr3iDrCZmZmZ9UoXOsDnt12ARLleduU6aZ+/g125TsZzvbTL9T+e62W87Ool+znAZmZmZmbz6MIIsJmZmZlZae4Am5mZmVmvZNsBlnS8pNskbZV0VtvlaZOkuyR9XtINkrYUt+0n6WpJtxe/9227nHWT9EFJ90u6aei2sfWggfcW7edGSUe2V/Luc153cF4HnNd0Oa87OK8DXcxrlh1gSbsBfwicABwOvELS4e2WqnU/FxFHDJ2H7yzgmojYBFxT/N91m4HjR26bVA8nAJuKnzOA9zdUxt5xXsdyXp3XJDmvYzmvHcxrlh1g4Chga0TcEREPAxcDJ7ZcptScCFxY/H0hcFKLZWlERFwLfG3k5kn1cCLwoRi4DthH0oHNlLR3nNfZnNcB57V9zutszutA1nnNtQN8EHDP0P/bitv6KoCrJK1JOqO47YCIuA+g+P3k1krXrkn14DbUHNf1zpzXyZzX9rmud+a8TpZ1XndvuwAL0pjb+nw+t5+KiHslPRm4WtIX2i5QBtyGmuO63pnzOj+3oea4rnfmvM4vizaU6wjwNuDgof83Ave2VJbWRcS9xe/7gY8z2IX1lfVdDsXv+9srYasm1YPbUHNc10Oc16mc1/a5roc4r1NlnddcO8DXA5skHSZpD+AU4LKWy9QKSY+XtPf638BxwE0M6uPU4mGnApe2U8LWTaqHy4BXFkerHg18Y31XjlXOeS04rzM5r+1zXgvO60xZ5zXLKRAR8Yik1wNXArsBH4yIm1suVlsOAD4uCQbf559FxBWSrgcukXQ6cDdwcotlbISkjwDHAPtL2gacA7yN8fVwOfASYCvwEHBa4wXuCed1J85rwXlNk/O6E+e10MW8+lLIZmZmZtYruU6BMDMzMzNbiDvAZmZmZtYr7gCbmZmZWa+4A2xmZmZmveIOsJmZmZn1ijvAiZN0sKQ7Je1X/L9v8f+hFbz23y/4vJMl3SzpB5JWR+47W9JWSbdJevHQ7ccXt22VdNaE1326pBskfU7SiqRfXaR8Zm1wVs3y4byaO8CJi4h7gPczON8exe/zI+KLFbz2Ty741JuAXwSuHb5R0uEMTpr+DOB44H2SdpO0G/CHwAnA4cAriseOOgm4NCKeC/wT4JBaNpxVs3w4r+YOcB7eDRwt6Uzgp4HfH/cgSX8paa3YgjyjuO1QSbdL2l/SYyT9jaTjivu+Vfw+UNK1xRbiTZJ+ZlphIuLWiLhtzF0nAhdHxHcj4k4GJ8E+qvjZGhF3RMTDwMXFY4fL/hLgTOA1kj7JYGH0Y0WZ3lGynsza5qya5cN57bEsrwTXNxHxPUm/CVwBHFc09HFeHRFfk/Q44HpJH4uIL0o6FzgP+DRwS0RcNfK8XwaujIi3FluUey1Y1IOA64b+31bcBnDPyO3PG35iRFwu6TzgWxHxTklPBZ4ZEUcsWBazxjmrZvlwXvvNI8D5OAG4D3jmlMe8QdI/MAjKwcAmgIj4Y2Bv4LXAb4x53vXAaZLeAjwrIh5csIwac1tMud2si5xVs3w4rz3lDnAGJB0BvAg4Gvg1SQeOecwxwAuB50fEc4DPAY8t7tsL2Fg89Amjz42Ia4GfBb4EfFjSKxcs6jYGC4d1G4F7p9xu1inOqlk+nNd+cwc4cZLEYKL+mRFxN/AO4J1jHvok4OsR8ZCkpzMI9LpzgYuA3wU+MOY9DgXuj4gPABcARxa3f0jSUXMU9zLgFEl7SjqMwVbyZxhsBW+SdJikPRhM5r9sxms9yGDL2iwLzqpZPpxXcwc4ff8BuDsiri7+fx/wdEkvGHncFcDukm4Efo9ivlDxuJ8Azo2Ii4CHJZ028txjgBskfQ54OfCe4vZnM9g1tBNJvyBpG/B84K8kXQkQETcDlwC3FOV5XUR8PyIeAV4PXAncClxSPHaiiPgn4O+KAwd6PVHfsuGsOquWD+e153lVhKeL2K4kPRG4ICJObrssZjaZs2qWD+c1He4Am5mZmVmveAqEmZmZmfWKO8BmZmZm1ivuAJuZmZlZr7gDbGZmZma94g6wmZmZmfWKO8BmZmZm1ivuAJuZmZlZr7gDbGZmZma94g6wmZmZmfWKO8BmZmZm1ivuAJuZmZlZr7gD3BGSPiXpNcXf/07SVTW8x29L+uOqX9esb5xXs3w4r93kDnCDJN0l6TuSviXpy5I2S3pC1e8TERdFxHHLvIakYyRtG3nd/x4Rr1mudDPf9yWSLir+/pCkl814/I9K+l+SHpT0VUlvr7N81h/Oa6n3LZ1XSecVdbn+811JD9ZZPusP57XU+86TV0n6b5K+JOkbxUbAM+osX9PcAW7ev46IJwBHAM8Fzm65PKlZAdaG/v7spAdK2gO4Gvhr4EeAjcCf1l1A6xXndbrSeY2I10bEE9Z/gI8A/18DZbT+cF6nK51X4GTg1cDPAPsB/wf4cK2la5g7wC2JiC8DVzIIKgCS9pT0Tkl3S/pKMWLyuOK+fYuRzu2Svl78vXHca0t6laS/Lf7+rZFRl+9J2lxFhNWvAAAgAElEQVTcd5qkW4vR0zsk/cfi9scDnwCeMvS8p0h6i6Q/HXqfl0m6WdIDxdbhjw/dd5ek35B0Y7H1+FFJjy1RNavAWlGG/SJi25THvgq4NyLeFRHfjoh/jogbS7yH2Vyc14nmyevwZ3488HLgwjKPN5uH8zrRPHk9DPjbiLgjIr7PYHDp8BLvkQ13gFtShOsEYOvQzecCT2MQ2n8BHAT8bnHfY4A/AQ4FDgG+A/y/s94nIt4+NOLy48B24JLi7vuBlwJPBE4D3i3pyIj4dlG2e4dGbO4dKf/TGIzgnAlsAC4H/qcGo7Lr/g1wPIMgPZtBh3VSfdwm6YGiPJcBXwH2L8L/RxOedjRwl6RPaDD94VOSnjWrTszm5bzuUh+L5HXYy4vPdm2Jx5rNxXndpT4WyevFwL+Q9DRJPwScClwxq06yEhH+aegHuAv4FvAgEMA1wD7FfQK+DfzY0OOfD9w54bWOAL4+9P+ngNcUf7+KwZbb8OMfx2DXx5umlO8vgTcWfx8DbBu5/y3AnxZ//w5wydB9jwG+BBwz9Fn//dD9bwfOm1E/LwQ+Xvx9PnDyjMdfBXyPwcJkD+A3gTuAPdr+rv2T/4/zWm1eR557DfCWtr9j/3Tnx3mtfP26B/Ceoi4fAe4EDmv7e67yxyPAzTspIvZmEICnA/sXt28A9mKwe+KBYmvtiuJ2JO0l6Y8kfVHSNxmMnOwjabeS73sBcFtEnLt+g6QTJF0n6WvF+71kqDyzPAX44vo/EfED4B4GW9Xrvjz090PA2AMSJL29eP+/Ao4r/j4d+ICkL497TuE7DBZEn4iIh4F3Aj/MYEvcrArO64gl8rr+/IOBFwAfKll2s7Kc1xFL5PUc4CeAg4HHAv8V+GtJe5X8DMlzB7glEfG/gc0MOm0AX2XQoXtGROxT/DwpBrtWAH4d+JfA8yLiicDPFrdr1ntJOqt47ulDt+0JfKx4/wMiYh8Gu1nWXy9mvOy9DHYXrb+eGATlS7PKMyoifqt4/zsZ7Jp6AfB/ijr4kSlPvbFEOc2W5rzusERe170S+PuIuGPe9zYrw3ndYYm8Pgf4aERsi4hHImIzsC8dmgfsDnC7/gB4kaQjii28DzCYJ/RkAEkHSXpx8di9GQT4AUn7Mdg6m0nSCcAbGGwZf2forj2APRnMWXqkeNzwqV2+AvywpCdNeOlLgJ+XdGwxP+jXge8Cf1+mXGPKuTewd0TcBxwJbCnxtD8Fjpb0wmJL/UwGC7pbFymD2QzO645yLpLXda9k0Dkxq5PzuqOci+T1euBkSQdIeoykXwF+iJ3nVWfNHeAWRcR2BrsBf6e46U0MGtd1xW6Y/5/BliUMwvw4Bh286yg/Gf3fMtjNc6t2HHF6XkQ8yCC4lwBfB36ZweT49bJ9gcEk/DuKXUZPGSn7bcC/B/5HUaZ/zeAUNA/PUQXDngvcUPx9JDtO1TLRUBnOKz7DicDLliiD2UTO607mziuApOczOF2hT39mtXJed7JIXs8F/qF43gPArwEvj4gHFixDclRMdjYzMzMz6wWPAJuZmZlZr7gDbGZmZma9klwHWNLxxUmbtxZHV5pZgpxVs3w4r2Y7S2oOcHEk/z8CLwK2MTgK8RURcUurBTOznTirZvlwXs12tXvbBRhxFLB1/fyQki5mcGT/2JDuv//+8dSnPrW50tVgba3UwdMArKysJFGOMuosaxetra19NSI2tF2OOcyVVehGXodVnZlZls1UleXtc77vuusuvvrVr848P2xiss1rXTlbpg2PK1OfM5GyaXlNrQN8EIOrnazbBjxv+AGSzgDOADjkkEPYsmWe00+mbXCu68nWQ1fnqP2sMpQ1vIBIaS9DqiR9cfajkjIzq9CtvFaVjUWtra0tnKWqy57z97huXJ2Uqd/V1dU6ilO3rPNaRfv1eqifpuU1tTnA41r5Tq02Is6PiNWIWN2wIacBM7NOmZlVcF7NEuG8mo1IbQR4G4PL/a3byOCSgL0wvIU6bYtXUlZbs+ufJacy20y9yWrbI7/DRstSd6ZyyGyV38/wa+Xw2eeQdV7LfheLjupbP6U2Anw9sEnSYZL2AE5h6OopVr+I8ALDyuhFVuvo/K5nbNLPvOWbVMb1++b9DIuWZR7DZVvkpwltvGeNepHX0TbrdZlNk9QIcEQ8Iun1wJXAbsAHI+LmlotlZiOcVbN8OK9mu0qqAwwQEZcDl7ddjrZFRKvTINZfu+rdi94i7w5ntbx52n3ZqVDDchmhrKqcuXzelPQlr17HWFnJdYCtvBzn1roTbCmqs0O1THuftSFchw7Pg12KO91m3eIOsE1Vx0iwWUrqmufbBd5gNbOuSu0gODMzMzOzWnkEOGFt7P6cZJF5iVaO63NxqdVdHaOlbe+FyXGqlZnZLO4AJ67Myq/p3ZTLrpD7OMcwtY6aVasP7djTIcysSzwFwszMzMx6xSPAtrBpo0F9GvHs02dtS6p13PSel1Troawy9ZX7ZzSzPLgDnIky5wVef5zVzyvp+qRet21mrA8bnW3PebaBtbU1X1rYOs0d4I5JZZ5e2ZVYjvOBvWKuRw71mnIb7dqBqovWdRc+e8pSWceYLctzgM3MzMysVzwCbLWaZ95i3SMLHhlKU8rfS64jXV0bDZ5Hnz97UzwKbF3gDnBG5plWkNLCaZ45fTlOibDyUu2QdLmtjX62Wd9Bl+pi3s9u5fm4E8vB2traxPs8BcLMzMzMesUjwB2V4tb5vKdxGn1sSp/F5jdtS7xNfWtXffu8w6r47KurqxWUxMza5g5wherYvTZugZ3SvNp5LXMu00nP68OpoWxXKbVrMzNLR5l1vzvAiatiJDfF0eAquZPbH11tw2a58nEblivPATYzMzOzXvEIcEXqHoUcncqwyFSCVKZD+EpPNksK7dTMZnNWrS3L9iF60wGuorM1KehNdeSqeJ+UDizz+TptmFekZmlxJvuhqvVvbu2l8SkQkg6W9ElJt0q6WdIbi9v3k3S1pNuL3/s2XTYz25nzapYP59WsvDbmAD8C/HpE/DhwNPA6SYcDZwHXRMQm4Jri/6nW1taQ9OjPJFVt3Qy/V5n3tfIiYqefnIyWvcxPRirL6yQZ1olZqirL68rKSq0FtTRU2Yeps19UR9+r8Q5wRNwXEZ8t/n4QuBU4CDgRuLB42IXASfO+tjuo80u1rlLoENXZmc2lQ1xnXlP/7Ga5qTOvlr8m+0dVDzzWodWzQEh6KvBc4NPAARFxHwxCDDx5wnPOkLRF0pamytknKXWG2+wguWO2q2Xzesghh2TR6TfrgmXzun379qaKag1oY52+bH+i7jK31gGW9ATgY8CZEfHNss+LiPMjYjUifDkes4ZUkdcNGzbUV0Aze5TzajZbK2eBkPRDDMJ5UUT8RXHzVyQdGBH3SToQuL+NstkOqZ02bZJZW4kpfIacOa9m+XBebVQKe3RTKMOoNs4CIeAC4NaIeNfQXZcBpxZ/nwpc2nTZ2pLyAVSpTIeYZlqduPO7HOfVLB/Oqw3LYf3dpjZGgH8K+BXg85JuKG77beBtwCWSTgfuBk5uoWxmtjPn1SwfzqtZSY13gCPib4FJmyTHNlmWXC1yFbhlpXQBjXFSK09XOK/dUNfywrlLi/Pabx7tnU9vrgTXNaMrHneIzfqrrRXfuPf1sqAb1tbW2i7CWKkcm2JpmdQmVlcnny/BHeAErK9Elgn1+nPbXhF6wWTWnBRHfNxB6Y4y7aup73q4LCmVy9qz7Hfc6nmAzczMzMya5hHghAxv1S5zhbHR12qSd4laCrp0arwUR3nN1jUx4r9IBvqyJ6Lq5cO8dbboaPyy5a7iu+1MBziXhl72S182vJOe65WptWVtbW1i+6sqv/Pkq+r3th1S6nzMs8xLpcy5qeKYkDrWTV08ViW1A1qb/q6r/A49BcLMzMzMeiXrDvDKykorF4fIWRsX1Bi+HrhHoG2csm1k9HFVtK1U22TueUkh8/O+d9vl7YpZOa0qu4uWK1c5lz1FnZkCkYt5zuHb1d20nidss7R5Wr+mNw6tesvWq7+Xbktpis6orra9RT9Xnd+TO8CZSDmwVRg9jdo8BzF1vW6sWVXPU055hTbrM1VV9iZPk5hyfVs6mt7oTb1d1lkfKXZ+IfMpEGZmZmZm8/IIcAsWPVVZV6dEDFtkesjw/znWS+ojAzYwz56G1L/Tsp+j6s9bx96a1Ova0ldVu+xKW5z2OabVUxWfv8l1uEeAW7TMF73MgQS5HwgwTVc/l6VhVtZyyFaOG4nr2jp4qo9WVlbaLkKjFjlwr49tsUuf3x1gMzMzM+sVT4Fo2TxnhajCvO9V9+6OOpQpV9tXpkm17rqiju+37terU92jvqMHpU4zz1SunOq4i9q+sugkOa6XbLam9065A9wxVYZ/VmOcZ6WXmjrKm1sddME8C8yc2+sicpjqMK0zXMd35I3UxaTU4ZxnvQT+HlPX5nLKUyAS0MbFKWaZtyzDnyGlz2HpSOnCNSmUoazRbJX9yU1q8wlzrMM2NFVPi7brLmTD6uEOsJmZmZn1iqdAJKbtOVdVbR33bXezzads+6hztKbtrJXh0arlLFt/ObSRFNQ97aCPOej66QJT+E7dAU5UGwveuhrk8Gdxx9hGtb0gbPpA1LLarpdZUqyzdanXXddVsf7q83dYx2ef9JqpzeFuUmtTICTtJulzkv5X8f9hkj4t6XZJH5W0R1tlM7OdOa9m+XBezWZrcw7wG4Fbh/4/F3h3RGwCvg6c3kqpeqTpAwNG38MHJWSl03ltux3mcqBOSgepTZJq3TUsibzOe5aW1Nv/slI8gLXO92/7s83SSgdY0kbg54E/Lv4X8K+APy8eciFwUkNlSfoKL1U0mhRCNsu0MqW0sOijlPJatzbaUy5tOOVOL9S7ETO8vEn9Cmm55jWVdW5dcsk5LL4xktu6ua05wH8A/Bawd/H/DwMPRMQjxf/bgIPGPVHSGcAZAIcccshCb75IuNafk8OXOqwP5U1lbtOiUp2DOqTVvDat7nnquWUy8baZXX02IKm8Lpqnso9ddJ3h+cnldfVg0MZHgCW9FLg/ItaGbx7z0LEtLCLOj4jViFjdsGFDLWU0swHn1SwfzqtZeTM7wJI+XOa2OfwU8DJJdwEXM9g18wfAPpLWR6Q3Avcu8R61aXr3zCLvl9MuiDqlXgd1lM95rVaVWUq9PY6z7ChZ1fMduzYFqm95reP7mjZ1YplpjZ52t6txnz3neikzAvyM4X8k7QYsPAkqIs6OiI0R8VTgFOCvI+LfAZ8Efql42KnApYu+RxOamKs0z2vn3AjrVudBB2VX8g0uRJ3XmizbWeuTZeYN9qzj4bxWbNl1c4fbWiW6lMmJHWBJZ0t6EHi2pG8WPw8C91NPeN4E/GdJWxnMWbqghvcw6yTn1SwfzqtZ+6YdBHdtRPw/kt4WEWfV8eYR8SngU8XfdwBHVfXaTU9TGFbFVtG8o7+2nNE6rOM7rVnWec3FcDsYl9EM2slcYoGDhbpWBzXpbV7X20fXDqiy/EybAvHe4vdxTRTEBubZddOFXRCpynA3j/PasJ7sok9lak/XOK+Jcfvtn2kjwN+T9CfAQZLeO3pnRLyhvmLNL6WtyeGyOFDWkKzyatZzvc1rSutqr5/7bVoH+KXACxkcRbo25XFm1j7n1SwfzqtZyyZ2gCPiq8DFkm6NiH9osEylra2tJbU1OU7q5bNuyCGvZjbgvDbDI7w2zcwrwTmcaXKwbRzn1SwfXc9rmwNAXkfaLI1fCc7MzMzMrE0zR4AtDd6aNTOzpuQwxXAcryutrKkdYEkvBk4CDmJw7fB7gUsj4ooGymY4zFae82qWD+e1Gl5H2qImdoAl/QHwNOBDwLbi5o3AGySdEBFvbKB8veZgW1nOq1k+nNfxvM6zJk0bAX5JRDxt9EZJHwX+EehlQM0S5bya5cN5NWvZtIPg/lnSuEsn/gTwzzWVJwnzXvmojq1WbwnbnHqbV7MM9T6vvopgt6xfxXbcT6qmjQC/Cni/pL3ZsYvmYOCbxX2dk0IAUyiDZelV9CyvZhl7FT3Nq9dxeVukQ5vq1XGnXQjjs8DzJP0Ig0n6ArZFxJebKpyZleO8muXDeTVr36yzQDwJeAFDR6lKujIiHmiicDkZ3apJedjfusl5NctHX/Ka0oifza/LfZmJc4AlvRL4LHAMsBfweODngLXivs6oY/7RIq/pBYUtqk95NctdX/LqdVp+cpm/W4VpI8BvBlZGt0Yl7Qt8msHpW1q1srLCli1bgMW3UuoOaESULluq82QsC8nn1cwe1em8ev3VvlQ7r6PlarOtTDsLhBjslhn1g+I+M0uH82qWD+fVrGXTRoDfCnxW0lXAPcVthwAvAn6v7oLNa56R1qYNb+EsMho8+hpmY2SVV7Oe62xeva5qV6r9oBRNHAGOiAuBVeB/A98FHgY+BaxGxOZl3lTSPpL+XNIXJN0q6fmS9pN0taTbi9/7LvMeXeNGbdM4r2b56EJemzonvpXThzm7VZt6FoiI+DpwcQ3v+x7gioj4JUl7MDgI4LeBayLibZLOAs4C3lTDe5t1kvNqlg/n1axd0+YATyTp84u+oaQnAj8LXAAQEQ8XBwKcCFxYPOxC4KRF32OWXLdW+3JkplUr97ya9UmKefVIb7py7xO0edaJiSPAkn5x0l3Ajyzxnj8KbAf+RNJzgDUG1z0/ICLuA4iI+yQ9eZ4XzbkBLEJSpQuheerPC7/05JZXsz7LJa9e1qeti/2eJs+GNW0KxEeBixh/pOpjl3zPI4H/FBGflvQeBrtjSpF0BnDG0P9zvXnbgV7kgLhJJj1/0mesKizrr9N2XdpOks/rIYccskQxzDrFebWFdbHjO864gb4yn334OWtraxMfN60DfCPwzoi4aUyhXjizBJNtY3DJx08X//85g4B+RdKBxdbpgcD9454cEecD5xflcA/MbCD5vK6urjqvZgPOq1nLps0BPhP45oT7fmHRNyyudX6PpH9Z3HQscAtwGXBqcdupwKWLvseE901uxLKu8ozOqalrbk3uc486plN5Nes459UW0rd17iL9mLKPnzgCHBF/M+W+LaVKMdl/Ai4qjlC9AziNQWf8EkmnA3cDJy/5Ho9KreM7LOXzF5dV9Xxkm1+X8mrWdc6rLaLOvkLZdXju/ZVhU0+DVpeIuIHBORBHHdt0WVJQ5bzgtjQ5cd2a1UReF2n36+0shTnps8rvTFhTvH7tnqr7BcssjxZ5bqr9moVOg2ZmZmZmlqtWRoCt2zwabGVUfRaUeY8YrvtsKdNe07kwszKqWh55mbOruTvAkk4Evjx0lGmycvzCR3fr5q7t+cF93zWdUl7X1tZqb9fzvH6bGUth2oalJ7W8WnOqWB6lujxZ5FRmTVhkBPh5wLMk7R4RJ1RdIDOrlPNqlg/n1awhc3eAI+K36yhIlVLdCppHl0aCU54SkXLZqpBDXvus7T0kKetj3aSW164vH1PR5dHfcVI5+9XMg+AknSxp7+Lv/yLpLyQ9t/6izaer1yjv2meq+5rfy5z7uM1rklcll7zaDrm3uaoN10XX6yWnvHZh+ZiaKuoy1z5CCn22MmeB+J2IeFDSTwMvBi4Ezqu3WOW1XYF16vrCpsoFah31lGn9J51Xm27SRWzK/OSo7OfI9fOVkG1ec253KVim7lLoPHZBmQ7w94vfPw+8PyIuBfaor0hmtgTn1SwfzqtZS8rMAf6SpD8CXgicK2lPEjl/8MrKSttFqE0ft6xTPlVUymUbkWxerXuaXE51dD6q89oji+alQ+19rKrOEjGunlZXx10TZqBM0P4NcCVwfEQ8AOwH/OZCpbOpUt+dOWmXS13hTHn3b8Lfk/PaU03nIdH2n5vs8+p2MFnb6ymbbuIIsKQnRsQ3gccCnypu2w/4LrDstcrNrELOq1k+nFez9k2bAvFnwEuBNSCA4c2XAH60xnJ1St1bfk3vHpk1CtynLd2EpkY4r/Yo1XwKsT5lvCbJ53VlZYUtWwZ98Vnf9/r9Xd9VPw9nZHGL9CcWaXsTO8AR8dLi92Fzv6o1ItWFTapXfWlC3R2PSXLO67j66lObqUvVnRJ/J9XJLa+zztua6rqoaXVlpM8bGGWuibBovZQ5D/DpI//vJumchd6th+oIRG6nP0nxlC3DZaq6bC3PTU42rysrK6Xrfdzj6vq+6pJruUelOH+xK/MqU87rqJyz2ITc22LOFj0uqMxBcMdKulzSgZKeBVwH7L1MYc2sNs6rWT6cV7OWzDwNWkT8sqR/C3weeAh4RUT8Xe0ls06aNFpQ59Zz2RGKOuYxN33qpj7lNZXLacJ8323T8+UXnZaTSt2mZm1trbLX6lNeu6StbLQ1xS4F8y7vyzy2zBSITcAbgY8BdwG/Immv0qXokHlOy1XH7rku725a9rNVvXuurqkRdetbXtvYLVvlezWV6TIHMeV6yqamyl3H6/ctr7a8nLJZtaqX72WmQPxPBpdr/I/AC4DbgesreXczq5rzapYP59WsJWWuBHdUcb5CYtDt/n1Jl9VbrPrlthXV1ZHfUSl+zip3tTcwJaKTeV1ETmc/KHOk87JyW+ZVKeHP7rxWYNz3O0/+E24fVqMyc4C/KemZwOEMTtq97vZF31TSrwGvYXC+w88DpwEHAhczuBLOZ4FfiYiHF32PMe9Z1Us1JsXOYF/VOT+4yu+5K3lNSZM5zPUUgmXrqKk5z7lwXsub93sts3zNqa0M6/Np0apUZg7wOcD/KH5+Dng78LJF31DSQcAbgNWIeCawG3AKcC7w7ojYBHwdOH3yq8z9nlW9VCXKnOLJDbs/qmyfXcir7ZD68mHesqRS7lQ4r+Uss4xs6hidNnTps7ShzBzgXwKOBb4cEacBzwH2XPJ9dwceJ2l3YC/gPuBfAX9e3H8hcNKS72HWR86rWT6cV7OWlOkAfycifgA8IumJwP0scZnGiPgS8E7gbgbB/AaDy0E+EBGPFA/bBhw067XW1tYaPxPDolIbubHFpTgSNyTZvFq12m6HVZxhpe3PkADndYwU1+FV8h7g5VVRR2U6wFsk7QN8gEGQPgt8ZtE3lLQvcCJwGPAU4PHACWMeOvbTSTpD0hZJWxYtg1mVEltgJZvX7du3L1oMK6GuFWiTK+iEctQU53Xn9+9kh3fdPNmZN2ddrrdJll0mlTkI7leLP8+TdAXwxIi4ce532uGFwJ0RsR1A0l8APwnsI2n3Yit1I3DvhPKcD5xfPLd3S0uzaVLO6+rqqvNqNsR5NWtPmRHgR0XEXUuGEwa7Zo6WtJcGmyzHArcAn2QwHwrgVODSJd8nGT0c1eil1HZhOa/9VsXIbVtTK1LIT9P6ntcujGDWMa3Bo8DlzVvPc3WAqxARn2YwGf+zDE7R8hgGW5xvAv6zpK3ADwMXNF22RXkuj43The++i3ntuzLzD1NYdrVRttTrZJYc8prysTqLaKJt5ND2UjL8naysrEx83MQpEJIuB341Iu6qoXDnAOeM3HwHcFTV71UnN0ibZbiN1HyRA+fVemU9W1XlquzyfNoKtSzn1RYRUd1FmWz6CPBm4CpJb5b0Qw2Vx8wWsxnn1SwXm3FezVo1cQQ4Ii6R9FfA7zI4UvXDwA+G7n9XA+VLTkqjvste/tG6w3m1vspxmdfHvNY5cjmpDVTxnrm1L18lrrxZZ4H4HvBtBifm3puhgHZZqg2nTJjLPCbVz9d1DUyH6GVezTLVi7y20fEdvr9r68Syn0lSVp+rDdPmAB8PvAu4DDgyIh5qrFRmNhfn1SwfzqtZ+6aNAL8ZODkibm6qMPNaWVlhy5bZ18OYdws0xakFVW5FT3qttj9jn9RwMEPyeTWzR/Uir3WM/uZwKj/Lw7Q5wD/TZEHqVEVnow/zaqbVUZc/d1uqPIq9S3k167ou57WuKQ9eB81v+Ltw/e1q5pXguqKqzkaVDcqnMzHwqW1y5o1Gsx3c+a3fonXsOcG7avxCGGZmZmZmberNCPC6KkfbFh398WifWbrqWj549MW6qumLkfSVp3JWq3cdYGhml7M7uWb5qflqfXM93ispy0Efz7XbtKqXS944H/AUCDMzMzPrlV6OAJuZDUtxj82sMtU1auMRPZtlmTbitjFbisujRSzyOZpsH+4Ad1QVl4b0gsr6ospT0jVl3vOVN/nZfMR5/tbW1iptM24P07W57Kkqr1V8hiZP3dbbDvC4is1p5TfNtEbjU26ZTZZ7PlIquy+4Y1ZOCrktu0Hd9Ib0sKqXHZ4DbGZmZma90tsR4HFSH/2pauvHIzDNSLkt2WTD+fB3WL026tTLvPbkXvfzTjXqktSWf1VPj3AHeMQilZrC9c6tfaktLMxswFfsa1YX6nRam6miU9zkgYRdXDdVMW/ZUyDMzMzMrFc8AlyBRadOdGEr2bq5dW0D82TU7SBPvjrW8rpWd4tkuan8d62ul7Hsnp3aRoAlfVDS/ZJuGrptP0lXS7q9+L1vcbskvVfSVkk3SjqyrnLVJSJ2+inzWMuHpIk/XdC3vNahbP5z1uXPl1O2ndd+WjR7Xc3sNGUyXOcUiM3A8SO3nQVcExGbgGuK/wFOADYVP2cA76+xXI0Y7RD3YeXYJbmsCCu0mR7n1QamLbeGl119WZYlvAzYTM15XVlZmdkecmoH0wYxUl/e51TPqVlbW5t4X20d4Ii4FvjayM0nAhcWf18InDR0+4di4DpgH0kH1lU2M9uZ82qWD+fVbHlNHwR3QETcB1D8fnJx+0HAPUOP21bctgtJZ0jaImnL9u3bay2sdUvOIwAtcV4XlNtozaIjTH0amcpg2dD7vHqZPllfcjqPVM4CMa51jv22IuL8iFiNiNUNGzbUXCwzG8N5LaHJ3cTz7qKuumw57hJf1LRdqonqfF672MmtI08p5TOF6TRNd4C/sr7rpfh9f3H7NuDgocdtBO5tuGxmtnqlgMkAAAvnSURBVDPn1SwfzqvZHJruAF8GnFr8fSpw6dDtryyOVj0a+Mb6rhwza43zWqGyBxSVHRGZZ9Sk6VGWvowGJ6Y3efX0hvTUsVyre/lR23mAJX0EOAbYX9I24BzgbcAlkk4H7gZOLh5+OfASYCvwEHBaXeUys105r3nJqWMZC54n3Sbrc1672paazHSVmWxiete6qr/72jrAEfGKCXcdO+axAbyurrKY2XTOa7py6uwuo+3PmVPHqo95zen7mVcbbX/ZjmVbZa6yHaRyEJyZmZmZWSN8KWTrjXFbrF0eVTBLQS4Zq3NXqy2nze+j7T0TTRj9jKP1nVIdlC1LmTbjDrD12nqYvMIzs3WzOgRWrdTqN6UOXxu68PnXP8Pq6urEx3gKhJmZmZn1ikeAzWhmize1UQ6zOnWpvQ8vH6aNKNlsqbeLLox+WjnuAJs1ZNqCNfWVgtk8FmnPktz5yFTKyy+3KZvEHWAzM1tayp0gq09q37s7vFaW5wCbmZmZWa94BNjMzJaS2iig1S/F79yjvzYPd4DNzGwhVXeCPA84D6l1ft1mbBGeAmFmZmZmvdKZEeBxW6TLbhXOu5XrrVAzM+uiVEZ9vZ61qmTdAV5bW5saykn3TQrQsgFff74DamZdVmdnyMtRG+W2YHXIugO8qLq3ZIdfv0xwy5THCwAza1vZZWcVgwyeD5yOpkZ//X1bkzwH2MzMzMx6pZcjwE0a3XIe3cItu2U963XMzKpW9chfRCQzl9Rm88ivdZk7wA2raoEy7zQLM7MmzFoezdMJ9nzg9qytrc39HH9PlhNPgTAzMzOzXnEHuAO8S9HMqpbSciWlsphZN9TWAZb0QUn3S7pp6LZ3SPqCpBslfVzSPkP3nS1pq6TbJL24rnJ1laSxP2ZlOK+2bpFlR0Q8+jPP4+ctlw20ndfh73ve797qNakvMO2nr+ocAd4MHD9y29XAMyPi2cA/AmcDSDocOAV4RvGc90narcayVWLSQiClBUKfG7fNZTMdz6uN1+bKcN5lZd9X2EM201JeU1iv2XiLZqOvneHaOsARcS3wtZHbroqIR4p/rwM2Fn+fCFwcEd+NiDuBrcBRdZXNzHbmvJrlw3k1W16bc4BfDXyi+Psg4J6h+7YVt+1C0hmStkjaUnP5drHI6G4KW8t93bqzSi2d1+3bt9dcRGtaW3u6vEybqfL1ayp7NbtukSkMVWahT9lqpQMs6c3AI8BF6zeNedjYpEXE+RGxGhGr096j6qkJywR/1ns3OYWiD43aqlVVXjds2FBXEW1OVazkql4+Lfp6dc5pHPfai5werElV5XVlZSWp6XxdlPp83BTLVKXGzwMs6VTgpcCxsSNV24CDhx62Ebi36bKZ2c6cV7N8OK9m5TXaAZZ0PPAm4AUR8dDQXZcBfybpXcBTgE3AZxZ9nzJbq21u0c7z3uMeu+wWWVVbdB4V6Lam8mqLaXNkpq7sV3WluC6PWk3ivFpd1vOU+jp/3tzX1gGW9BHgGGB/SduAcxgclboncHVR0Osi4rURcbOkS4BbGOy6eV1EfL+usuUulcuJjitD6gGx8ZzXNKSQ62mayPf6e6ReF21yXvOWa9seLXfu63vl/AFWV1djy5bGj4VLRqohartNTauXtss2iaS1WfPac9f3vA5LNbuztJWf1OorItIqUA2c1+Wl1m7rkMo6dcZ6f+ydvhKcmZmZmfVK4wfBWXWGt7xS2tKUlMxW4aiu7cKx/KSU1Xm0fdxErvVm/dK3dprL/OBx3AHuiNQ6w8NlWCQYTX2GnMNr6Uohg1VJJRupLePMwG2xKXXUs6dAmJmZmVmveAS4g1LbXZhSWSbx1AgrI4e2DNUtA1LNQWrLODOrXhUX6lldnXxsedZngZC0Hfg28NW2y5Kg/XG9jEq5Tg6NiE5fKs15nSjldtmmVOul81kFkPQgcFvb5UhQqu2ybanWy8S8Zt0BBpC0peunj1qE62VXrpP2+TvYletkPNdLu1z/47lexsuxXjwH2MzMzMx6xR1gMzMzM+uVLnSAz2+7AIlyvezKddI+fwe7cp2M53ppl+t/PNfLeNnVS/ZzgM3MzMzM5tGFEWAzMzMzs9LcATYzMzOzXsm2AyzpeEm3Sdoq6ay2y9MmSXdJ+rykGyRtKW7bT9LVkm4vfu/bdjnrJumDku6XdNPQbWPrQQPvLdrPjZKObK/k3ee87uC8Djiv6XJed3BeB7qY1yw7wJJ2A/4QOAE4HHiFpMPbLVXrfi4ijhg6D99ZwDURsQm4pvi/6zYDx4/cNqkeTgA2FT9nAO9vqIy947yO5bw6r0lyXsdyXjuY1yw7wMBRwNaIuCMiHgYuBk5suUypORG4sPj7QuCkFsvSiIi4FvjayM2T6uFE4EMxcB2wj6QDmylp7zivszmvA85r+5zX2ZzXgazzmmsH+CDgnqH/txW39VUAV0lak3RGcdsBEXEfQPH7ya2Vrl2T6sFtqDmu6505r5M5r+1zXe/MeZ0s67zu3nYBFqQxt/X5fG4/FRH3SnoycLWkL7RdoAy4DTXHdb0z53V+bkPNcV3vzHmdXxZtKNcR4G3AwUP/bwTubaksrYuIe4vf9wMfZ7AL6yvruxyK3/e3V8JWTaoHt6HmuK6HOK9TOa/tc10PcV6nyjqvuXaArwc2STpM0h7AKcBlLZepFZIeL2nv9b+B44CbGNTHqcXDTgUubaeErZtUD5cBryyOVj0a+Mb6rhyrnPNacF5ncl7b57wWnNeZss5rllMgIuIRSa8HrgR2Az4YETe3XKy2HAB8XBIMvs8/i4grJF0PXCLpdOBu4OQWy9gISR8BjgH2l7QNOAd4G+Pr4XLgJcBW4CHgtMYL3BPO606c14LzmibndSfOa6GLefWlkM3MzMysV3KdAmFmZmZmthB3gM3MzMysV9wBNjMzM7NecQfYzMzMzHrFHWAzMzMz6xV3gBMn6WBJd0rar/h/3+L/Qyt47b9f8HknS7pZ0g8krY7cd7akrZJuk/TioduPL27bKumsCa/7dEk3SPqcpBVJv7pI+cza4Kya5cN5NXeAExcR9wDvZ3C+PYrf50fEFyt47Z9c8Kk3Ab8IXDt8o6TDGZw0/RnA8cD7JO0maTfgD4ETgMOBVxSPHXUScGlEPBf4J8AhtWw4q2b5cF7NHeA8vBs4WtKZwE8Dvz/uQZL+UtJasQV5RnHboZJul7S/pMdI+htJxxX3fav4faCka4stxJsk/cy0wkTErRFx25i7TgQujojvRsSdDE6CfVTxszUi7oiIh4GLi8cOl/0lwJnAayR9ksHC6MeKMr2jZD2Ztc1ZNcuH89pjWV4Jrm8i4nuSfhO4AjiuaOjjvDoivibpccD1kj4WEV+UdC5wHvBp4JaIuGrkeb8MXBkRby22KPdasKgHAdcN/b+tuA3gnpHbnzf8xIi4XNJ5wLci4p2Sngo8MyKOWLAsZo1zVs3y4bz2m0eA83ECcB/wzCmPeYOkf2AQlIOBTQAR8cfA3sBrgd8Y87zrgdMkvQV4VkQ8uGAZNea2mHK7WRc5q2b5cF57yh3gDEg6AngRcDTwa5IOHPOYY4AXAs+PiOcAnwMeW9y3F7CxeOgTRp8bEdcCPwt8CfiwpFcuWNRtDBYO6zYC90653axTnFWzfDiv/eYOcOIkicFE/TMj4m7gHcA7xzz0ScDXI+IhSU9nEOh15wIXAb8LfGDMexwK3B8RHwAuAI4sbv+QpKPmKO5lwCmS9pR0GIOt5M8w2AreJOkwSXswmMx/2YzXepDBlrVZFpxVs3w4r+YOcPr+A3B3RFxd/P8+4OmSXjDyuCuA3SXdCPwexXyh4nE/AZwbERcBD0s6beS5xwA3SPoc8HLgPcXtz2awa2gnkn5B0jbg+cBfSboSICJuBi4BbinK87qI+H5EPAK8HrgSuBW4pHjsRBHxT8DfFQcO9HqivmXDWXVWLR/Oa8/zqghPF7FdSXoicEFEnNx2WcxsMmfVLB/OazrcATYzMzOzXvEUCDMzMzPrFXeAzczMzKxX3AE2MzMzs15xB9jMzMzMesUdYDMzMzPrFXeAzczMzKxX/i/2CzCSiCRNkAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualizae MPS realizations from the above training image:\n",
    "print('Total Number of realizations: %d \\nThe dimension of each reservoir model: %d x %d in X and Y' %(MPS_real.shape[2],MPS_real.shape[0], MPS_real.shape[1]))\n",
    "\n",
    "plt.figure(figsize = (10,10))\n",
    "for i in range(9):\n",
    "    plt.subplot(3,3,i+1)\n",
    "    plt.imshow(MPS_real[:,:,i], cmap='binary')\n",
    "    plt.title('Realization # %d' %(i))\n",
    "    plt.xlabel('X axis, 100 ft')\n",
    "    plt.ylabel('Y axis, 100 ft')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Step 1. Define convolutional neural networks for GAN (i.e., Generator and Discriminator)\n",
    "First we need to define the structure of Generative adversarial network (GAN) to learn the main pattern from the above realizations. Following figure shows the schematic diagram of GAN. \n",
    "\n",
    "![image.png](attachment:image.png)\n",
    "\n",
    "Here, both **Generator** and **Discriminator** are convolutional neural networks. \n",
    "\n",
    "* **Generator** maps a latent random vector (consists of 100 random variables that follow Gaussian, N(0,1)) to rule-based model whose dimension is 128 x 128 grid cells in x- and y- direction. \n",
    "\n",
    "* **Discriminator** takes a subsurface model (from either dataset or generator) and compute the probability the input model to be realistic (i.e., having major patterns within training dataset.) \n",
    "\n",
    "The following includes functions:\n",
    "\n",
    "* **generator** - the convolutional neural network that makes new images\n",
    "\n",
    "* **discriminator** - the convolutional neural network that takes images and accesses their probability that they came from the training image set\n",
    "\n",
    "* **GAN** - the coupled generator and discriminator\n",
    "\n",
    "* **train** - the procedure for training the GAN storing results\n",
    "\n",
    "#### Import teh Tensorflow Packages Modules\n",
    "\n",
    "We need additional package / modules for building the GAN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.2.0\n"
     ]
    }
   ],
   "source": [
    "## Import the required packages for GAN\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras\n",
    "from tensorflow.keras import layers\n",
    "\n",
    "# Be sure that you have tensorflow > 2.0 version\n",
    "print(tf.__version__) \n",
    "assert tf.__version__.startswith('2.') # This will give you error if tensorflow < 2.0\n",
    "\n",
    "# Default float to be 'float32' (So far, Tensorflow only works with float8, 16, 32)\n",
    "tf.keras.backend.set_floatx('float32')\n",
    "\n",
    "# Fix random seed for tensorflow / numpy \n",
    "tf.random.set_seed(77777)\n",
    "np.random.seed(77777)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load the Training Data\n",
    "\n",
    "Load the training data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load training data\n",
    "X_train = MPS_real.reshape(128,128,1,500).astype(\"float32\")\n",
    "X_train = np.moveaxis(X_train,-1,0)\n",
    "# Batch and shuffle the data\n",
    "BUFFER_SIZE = 60000\n",
    "BATCH_SIZE = 16\n",
    "train_dataset = tf.data.Dataset.from_tensor_slices(X_train).shuffle(BUFFER_SIZE).batch(BATCH_SIZE)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### **Design Generator** Function\n",
    "\n",
    "Design CNN to map a random latent vector (dimension of 100) to a image "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_generator_model():\n",
    "    model = tf.keras.Sequential()\n",
    "    # Feature map 1: 100 --> (8x8x64), where (width x height x # of channel)\n",
    "    model.add(layers.Dense(8*8*64, input_shape=(100,)))  # This input dimension can be adjusted depends of the complexity\n",
    "    model.add(layers.Reshape((8, 8, 64)))\n",
    "    # Feature map 2: (8x8x64) --> (16x16x32)\n",
    "    model.add(layers.Conv2DTranspose(32, kernel_size=(4, 4), strides=(2,2), padding = \"same\"))\n",
    "    model.add(layers.BatchNormalization(momentum=0.8))\n",
    "    model.add(layers.ReLU())\n",
    "    # Feature map 3: (16x16x32) --> (32x32x16)\n",
    "    model.add(layers.Conv2DTranspose(16, kernel_size=(4, 4), strides=(2,2), padding = \"same\"))\n",
    "    model.add(layers.BatchNormalization(momentum=0.8))\n",
    "    model.add(layers.ReLU())\n",
    "    # Feature map 4: (32x32x16) --> (64x64x8)\n",
    "    model.add(layers.Conv2DTranspose(8, kernel_size=(4, 4), strides=(2,2), padding = \"same\"))\n",
    "    model.add(layers.BatchNormalization(momentum=0.8))\n",
    "    model.add(layers.ReLU())\n",
    "    # Feature map 5: (64x64x8) --> (128x128x4)\n",
    "    model.add(layers.Conv2DTranspose(4, kernel_size=(4, 4), strides=(2,2), padding = \"same\"))\n",
    "    model.add(layers.BatchNormalization(momentum=0.8))\n",
    "    model.add(layers.ReLU())\n",
    "    # Feature map 6: (128x128x4) --> (128x128x1)\n",
    "    model.add(layers.Conv2D(1, kernel_size=(3,3), padding=\"same\", activation = 'sigmoid'))\n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### **Design Discriminator** Function\n",
    "\n",
    "Design CNN to map a image to the likelihood to be true. (output = 1 if real, 0 otherwise) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def make_discriminator_model():\n",
    "    # define neural network model sequentially\n",
    "    model = tf.keras.Sequential()\n",
    "    # Feature map 1: (128x128x1) --> (64x64x8)\n",
    "    model.add(layers.Conv2D(8, kernel_size=(3,3), strides=2, input_shape=[128,128,1], padding=\"same\"))\n",
    "    model.add(layers.LeakyReLU(alpha=0.2))\n",
    "    model.add(layers.Dropout(0.25))\n",
    "    # Feature map 2: (64x64x8) --> (32x32x16)\n",
    "    model.add(layers.Conv2D(16, kernel_size=(3,3), strides=2, padding=\"same\"))\n",
    "    model.add(layers.BatchNormalization(momentum=0.8))\n",
    "    model.add(layers.LeakyReLU(alpha=0.2))\n",
    "    model.add(layers.Dropout(0.25))\n",
    "    # Feature map 3: (32x32x16) --> (16x16x32)\n",
    "    model.add(layers.Conv2D(32, kernel_size=(3,3), strides=2, padding=\"same\"))\n",
    "    model.add(layers.BatchNormalization(momentum=0.8))\n",
    "    model.add(layers.LeakyReLU(alpha=0.2))\n",
    "    model.add(layers.Dropout(0.25))\n",
    "    # Feature map 4: (16x16x32) --> (8x8x64)\n",
    "    model.add(layers.Conv2D(64, kernel_size=(3,3), strides=1, padding=\"same\"))\n",
    "    model.add(layers.BatchNormalization(momentum=0.8))\n",
    "    model.add(layers.LeakyReLU(alpha=0.2))\n",
    "    model.add(layers.Dropout(0.25))\n",
    "    model.add(layers.Flatten())\n",
    "    # Feature map 5: (8x8x64) --> 1 (either 1 (for real) or 0 (for fake))\n",
    "    model.add(layers.Dense(1,activation = 'sigmoid'))\n",
    "\n",
    "    return model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Define the Loss and Optimizers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Define the loss and optimizers\n",
    "# Loss fuction of GAN:\n",
    "cross_entropy = tf.keras.losses.BinaryCrossentropy(from_logits=True)\n",
    "def discriminator_loss(real_output, fake_output):\n",
    "    real_loss = cross_entropy(tf.ones_like(real_output), real_output)\n",
    "    fake_loss = cross_entropy(tf.zeros_like(fake_output), fake_output)\n",
    "    total_loss = real_loss + fake_loss\n",
    "    return total_loss\n",
    "def generator_loss(fake_output):\n",
    "    return cross_entropy(tf.ones_like(fake_output), fake_output)\n",
    "# Optimier of Generator and Discriminator (both \"Adam\")\n",
    "generator_optimizer = tf.keras.optimizers.Adam(0.0002,0.5)\n",
    "discriminator_optimizer = tf.keras.optimizers.Adam(0.0002,0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Instantiate the Generator and Descriminator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Instantiate generator and discriminator\n",
    "generator = make_generator_model()\n",
    "discriminator =  make_discriminator_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define number of epochs with seed to visualize training process\n",
    "EPOCHS = 1001\n",
    "noise_dim = 100\n",
    "num_examples_to_generate = 25\n",
    "# We will reuse this seed overtime to visualize progress in the animated GIF\n",
    "seed = tf.random.normal([num_examples_to_generate, noise_dim])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Define fuctions to train GAN\n",
    "# Notice the use of `tf.function`\n",
    "# This annotation causes the function to be \"compiled\".\n",
    "@tf.function\n",
    "def train_step(images):\n",
    "    # Noise (i.e., latent random variables) for fake images \n",
    "    noise = tf.random.normal([BATCH_SIZE, noise_dim])\n",
    "    # ------------------------------------------------\n",
    "    # 0. Compute of loss in generator and discriminator\n",
    "    # ------------------------------------------------\n",
    "    with tf.GradientTape() as gen_tape, tf.GradientTape() as disc_tape:\n",
    "        # generator random images\n",
    "        generated_images = generator(noise, training=True)\n",
    "        # output of discriminator when feeding real images\n",
    "        real_output = discriminator(images, training=True)\n",
    "        # output of discriminator when feeding fake images\n",
    "        fake_output = discriminator(generated_images, training=True)\n",
    "        # Compute both loss of generator and discriminator\n",
    "        gen_loss = generator_loss(fake_output)\n",
    "        disc_loss = discriminator_loss(real_output, fake_output)\n",
    "    # ------------------------------------------------\n",
    "    # 1. Update Generator\n",
    "    # ------------------------------------------------\n",
    "    gradients_of_generator = gen_tape.gradient(gen_loss, generator.trainable_variables)\n",
    "    generator_optimizer.apply_gradients(zip(gradients_of_generator, generator.trainable_variables))\n",
    "    # ------------------------------------------------\n",
    "    # 2. Update Discriminator\n",
    "    # ------------------------------------------------\n",
    "    gradients_of_discriminator = disc_tape.gradient(disc_loss, discriminator.trainable_variables)\n",
    "    discriminator_optimizer.apply_gradients(zip(gradients_of_discriminator, discriminator.trainable_variables))\n",
    "\n",
    "def train(dataset, epochs):\n",
    "    start = time.time() \n",
    "    for epoch in range(epochs):\n",
    "        # Train GAN on Batches\n",
    "        for image_batch in dataset:\n",
    "            train_step(image_batch)\n",
    "        # Save the model every 50 epochs\n",
    "        if (epoch) % 10 == 0:\n",
    "            save_model(generator, epoch)\n",
    "            save_imgs(generator, epoch, test_input = seed)\n",
    "            print ('Time for epoch {} is {} sec'.format(epoch + 1, time.time()-start))\n",
    "            start = time.time()\n",
    "\n",
    "# This is to save snapshot of images from generator\n",
    "def save_imgs(generator, epoch, test_input):\n",
    "    # r, c = row and columns of the subplot\n",
    "    r, c = 5, 5\n",
    "    noise = test_input\n",
    "    # Generate 25 new images with the given seed\n",
    "    gen_imgs = generator(noise, training=False)\n",
    "    fig, axs = plt.subplots(r, c)\n",
    "    cnt = 0\n",
    "    for i in range(r):\n",
    "        for j in range(c):\n",
    "            axs[i,j].imshow(gen_imgs[cnt, :,:,0], cmap='binary')\n",
    "            axs[i,j].axis('off')\n",
    "            cnt += 1\n",
    "    fig.savefig(\"Snapshots/MPS_epoch_%d.png\" % epoch)\n",
    "    plt.close()\n",
    "\n",
    "# This is to save the trained generators\n",
    "def save_model(generator, epoch):\n",
    "    generator.save('Trained Models/Generator_Epoch_%d.h5' % epoch)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Time for epoch 1 is 7.858727931976318 sec\n",
      "Time for epoch 11 is 54.5775191783905 sec\n",
      "Time for epoch 21 is 54.31007122993469 sec\n",
      "Time for epoch 31 is 54.637155294418335 sec\n",
      "Time for epoch 41 is 53.879329204559326 sec\n",
      "Time for epoch 51 is 53.44173836708069 sec\n",
      "Time for epoch 61 is 54.05907607078552 sec\n",
      "Time for epoch 71 is 53.762322425842285 sec\n",
      "Time for epoch 81 is 53.43417000770569 sec\n",
      "Time for epoch 91 is 53.391350746154785 sec\n",
      "Time for epoch 101 is 53.309579610824585 sec\n",
      "Time for epoch 111 is 53.35768151283264 sec\n",
      "Time for epoch 121 is 53.33362174034119 sec\n",
      "Time for epoch 131 is 53.48198366165161 sec\n",
      "Time for epoch 141 is 53.78057861328125 sec\n",
      "Time for epoch 151 is 53.945958375930786 sec\n",
      "Time for epoch 161 is 54.82622718811035 sec\n",
      "Time for epoch 171 is 54.399144411087036 sec\n",
      "Time for epoch 181 is 54.4694037437439 sec\n",
      "Time for epoch 191 is 55.0897536277771 sec\n",
      "Time for epoch 201 is 54.86292004585266 sec\n",
      "Time for epoch 211 is 55.217280626297 sec\n",
      "Time for epoch 221 is 55.60820126533508 sec\n",
      "Time for epoch 231 is 55.29646968841553 sec\n",
      "Time for epoch 241 is 55.47788643836975 sec\n",
      "Time for epoch 251 is 55.521854639053345 sec\n",
      "Time for epoch 261 is 55.813761949539185 sec\n",
      "Time for epoch 271 is 56.06853747367859 sec\n",
      "Time for epoch 281 is 56.23551273345947 sec\n",
      "Time for epoch 291 is 56.33637547492981 sec\n",
      "Time for epoch 301 is 56.940102100372314 sec\n",
      "Time for epoch 311 is 56.44859719276428 sec\n",
      "Time for epoch 321 is 56.68048620223999 sec\n",
      "Time for epoch 331 is 56.52121710777283 sec\n",
      "Time for epoch 341 is 56.967644929885864 sec\n",
      "Time for epoch 351 is 57.272583961486816 sec\n",
      "Time for epoch 361 is 57.1734893321991 sec\n",
      "Time for epoch 371 is 56.96902060508728 sec\n",
      "Time for epoch 381 is 57.19061303138733 sec\n",
      "Time for epoch 391 is 57.527007818222046 sec\n",
      "Time for epoch 401 is 58.07253932952881 sec\n",
      "Time for epoch 411 is 57.95896005630493 sec\n",
      "Time for epoch 421 is 57.90339255332947 sec\n",
      "Time for epoch 431 is 58.67655658721924 sec\n",
      "Time for epoch 441 is 57.96332502365112 sec\n",
      "Time for epoch 451 is 58.49840950965881 sec\n",
      "Time for epoch 461 is 58.612637519836426 sec\n",
      "Time for epoch 471 is 59.608678102493286 sec\n",
      "Time for epoch 481 is 58.95018029212952 sec\n",
      "Time for epoch 491 is 58.97672128677368 sec\n",
      "Time for epoch 501 is 58.89755725860596 sec\n",
      "Time for epoch 511 is 58.601269483566284 sec\n",
      "Time for epoch 521 is 59.036553382873535 sec\n",
      "Time for epoch 531 is 59.29038691520691 sec\n",
      "Time for epoch 541 is 59.57126235961914 sec\n",
      "Time for epoch 551 is 59.63904023170471 sec\n",
      "Time for epoch 561 is 59.73865842819214 sec\n",
      "Time for epoch 571 is 60.200754165649414 sec\n",
      "Time for epoch 581 is 59.86946749687195 sec\n",
      "Time for epoch 591 is 60.13373947143555 sec\n",
      "Time for epoch 601 is 59.751150369644165 sec\n",
      "Time for epoch 611 is 60.35138916969299 sec\n",
      "Time for epoch 621 is 60.59747672080994 sec\n",
      "Time for epoch 631 is 60.63059759140015 sec\n",
      "Time for epoch 641 is 60.511080741882324 sec\n",
      "Time for epoch 651 is 60.9334454536438 sec\n",
      "Time for epoch 661 is 61.174415588378906 sec\n",
      "Time for epoch 671 is 60.97511291503906 sec\n",
      "Time for epoch 681 is 62.21027708053589 sec\n",
      "Time for epoch 691 is 61.35882639884949 sec\n",
      "Time for epoch 701 is 61.157002449035645 sec\n",
      "Time for epoch 711 is 61.66141891479492 sec\n",
      "Time for epoch 721 is 61.55057120323181 sec\n",
      "Time for epoch 731 is 61.76494526863098 sec\n",
      "Time for epoch 741 is 61.91743564605713 sec\n",
      "Time for epoch 751 is 61.706835985183716 sec\n",
      "Time for epoch 761 is 62.164992570877075 sec\n",
      "Time for epoch 771 is 62.417306661605835 sec\n",
      "Time for epoch 781 is 62.45188784599304 sec\n",
      "Time for epoch 791 is 62.63732028007507 sec\n",
      "Time for epoch 801 is 62.70340347290039 sec\n",
      "Time for epoch 811 is 62.92687702178955 sec\n",
      "Time for epoch 821 is 63.12671518325806 sec\n",
      "Time for epoch 831 is 63.40973162651062 sec\n",
      "Time for epoch 841 is 63.26752328872681 sec\n",
      "Time for epoch 851 is 63.43578886985779 sec\n",
      "Time for epoch 861 is 63.6577832698822 sec\n",
      "Time for epoch 871 is 64.39605069160461 sec\n",
      "Time for epoch 881 is 63.90623712539673 sec\n",
      "Time for epoch 891 is 64.38969111442566 sec\n",
      "Time for epoch 901 is 64.01461482048035 sec\n",
      "Time for epoch 911 is 63.56508231163025 sec\n",
      "Time for epoch 921 is 63.53697943687439 sec\n",
      "Time for epoch 931 is 63.83741879463196 sec\n",
      "Time for epoch 941 is 63.69220304489136 sec\n",
      "Time for epoch 951 is 65.18170213699341 sec\n",
      "Time for epoch 961 is 65.15322065353394 sec\n",
      "Time for epoch 971 is 67.558997631073 sec\n",
      "Time for epoch 981 is 67.75667333602905 sec\n",
      "Time for epoch 991 is 67.72511649131775 sec\n",
      "Time for epoch 1001 is 67.7118992805481 sec\n"
     ]
    }
   ],
   "source": [
    "# Train GAN\n",
    "train(train_dataset, EPOCHS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Step 2. Load the trainined GAN \n",
    "\n",
    "Now we load the trained generator and compare GAN realizations with MPS models. \n",
    "\n",
    "* First we will do visual inspection on both models depending on GAN's training process. \n",
    "\n",
    "* After that, we will use multi-dimensional scaling to visualize reservoir models in 2D space and analyze similarity between MPS and GAN realizations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.models import load_model # this is for loading NN models "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visual insepction\n",
    "plt.figure(figsize = (10,10))\n",
    "plt.subplot(3,3,1)\n",
    "plt.imshow(MPS_real[:,:,0], cmap='binary')\n",
    "plt.title('Realization # %d' %(0))\n",
    "plt.xlabel('X axis, 100 ft')\n",
    "plt.ylabel('Y axis, 100 ft')\n",
    "\n",
    "epochs = [0, 30, 50, 80, 100, 150, 200, 250, 1000]\n",
    "fixed_noise = np.random.normal(0,1,(1,100))\n",
    "for i in range(1,9):\n",
    "    plt.subplot(3,3,i+1)\n",
    "    Generator = load_model('Trained Models/Generator_Epoch_%d.h5' % epochs[i], compile = False)\n",
    "    GAN_realization = Generator.predict(fixed_noise).reshape(128,128)\n",
    "    plt.imshow(GAN_realization, cmap='binary')\n",
    "    plt.title('GAN realization - %d epochs ' %(epochs[i]))\n",
    "    plt.xlabel('X axis, 100 ft')\n",
    "    plt.ylabel('Y axis, 100 ft')\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load Generator\n",
    "Generator = load_model('Trained Models/Generator_Epoch_1000.h5', compile = False)\n",
    "GAN_realization = Generator.predict(np.random.normal(0,1,(9,100))).reshape(9,128,128)\n",
    "\n",
    "plt.figure(figsize = (10,10))\n",
    "for i in range(9):\n",
    "    plt.subplot(3,3,i+1)\n",
    "    plt.imshow(GAN_realization[i, :,:], cmap='binary')\n",
    "    plt.title('GAN realization # %d' %(i))\n",
    "    plt.xlabel('X axis, 100 ft')\n",
    "    plt.ylabel('Y axis, 100 ft')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize similarity in 2D space (MDS)\n",
    "from sklearn.manifold import MDS\n",
    "mds = MDS(random_state=123)\n",
    "MPS_realizations = X_train.reshape(500,-1)[:100]\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "epochs = [0,50,80,150,250,1000]\n",
    "for i in range(6):\n",
    "    # Map to 2D space\n",
    "    Generator = load_model('Trained Models/Generator_Epoch_%d.h5' % epochs[i], compile = False)\n",
    "    GAN_realizations = Generator.predict(np.random.normal(0,1,(100,100))).reshape(100,-1)\n",
    "    mds_array = np.concatenate([MPS_realizations, GAN_realizations], axis = 0)\n",
    "    mds_2D = mds.fit_transform(mds_array)\n",
    "    \n",
    "    plt.subplot(2,3,i+1)\n",
    "    plt.plot(mds_2D[:100,0],mds_2D[:100,1],'o', alpha = 0.3, label = 'MPS realizations')\n",
    "    plt.plot(mds_2D[100:,0],mds_2D[100:,1],'o', alpha = 0.3, label = 'GAN realizations')\n",
    "    plt.title('GAN realizations - %d epochs ' %(epochs[i]))\n",
    "    plt.grid('on')\n",
    "    plt.xlabel('MDS 1')\n",
    "    plt.ylabel('MDS 2')\n",
    "    plt.legend()\n",
    "    \n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Benefits of using GAN for subsurface models\n",
    "\n",
    "1. We can represent realizations with the smaller number of numeric values (~100). **Dimensionality reduction**.\n",
    "2. ...which means we can now represent qualitative information (we had in training dataset) using quantitative values.\n",
    "3. As we can represent realizations with a numeric expression, we can easily apply optimization or history matching to GAN realization. \n",
    "4. GAN gaurantees that any new realizations conserve the major geological pattern we had in training dataset. **Navigation in manifold**.\n",
    "5. Flexibility of GAN enable expanding its application to any type of subsurface model (e.g., 3D, channel, lobe, detaic, etc)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Comments\n",
    "\n",
    "The Texas Center for Geostatistics has many other demonstrations on the basics of working with DataFrames, ndarrays, univariate statistics, plotting data, declustering, data transformations, trend modeling and many other workflows available [here](https://github.com/GeostatsGuy/PythonNumericalDemos), along with a package for geostatistics in Python called [GeostatsPy](https://github.com/GeostatsGuy/GeostatsPy). \n",
    "  \n",
    "We hope this was helpful,\n",
    "\n",
    "*Michael* and *Honggeun*\n",
    "\n",
    "***\n",
    "\n",
    "#### More on Michael Pyrcz and the Texas Center for Data Analytics and Geostatistics:\n",
    "\n",
    "### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "*Novel Data Analytics, Geostatistics and Machine Learning Subsurface Solutions*\n",
    "\n",
    "With over 17 years of experience in subsurface consulting, research and development, Michael has returned to academia driven by his passion for teaching and enthusiasm for enhancing engineers' and geoscientists' impact in subsurface resource development. \n",
    "\n",
    "For more about Michael check out these links:\n",
    "\n",
    "#### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n",
    "\n",
    "#### Want to Work Together?\n",
    "\n",
    "I hope this content is helpful to those that want to learn more about subsurface modeling, data analytics and machine learning. Students and working professionals are welcome to participate.\n",
    "\n",
    "* Want to invite me to visit your company for training, mentoring, project review, workflow design and / or consulting? I'd be happy to drop by and work with you! \n",
    "\n",
    "* Interested in partnering, supporting my graduate student research or my Subsurface Data Analytics and Machine Learning consortium (co-PIs including Profs. Foster, Torres-Verdin and van Oort)? My research combines data analytics, stochastic modeling and machine learning theory with practice to develop novel methods and workflows to add value. We are solving challenging subsurface problems!\n",
    "\n",
    "* I can be reached at mpyrcz@austin.utexas.edu.\n",
    "\n",
    "I'm always happy to discuss,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "Michael Pyrcz, Ph.D., P.Eng. Associate Professor The Hildebrand Department of Petroleum and Geosystems Engineering, Bureau of Economic Geology, The Jackson School of Geosciences, The University of Texas at Austin\n",
    "\n",
    "#### More Resources Available at: [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### for any further comments or questions, please contact Dr. Pyrcz via mpyrcz@austin.utexas.edu"
   ]
  }
 ],
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